{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "51b33913-1277-4223-895f-586b55f9c95b",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.decomposition import NMF\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 防止中文显示不出来\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 防止坐标轴符号显示不出来"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c014948a-a405-4a76-b9c5-7d9c7f6532de",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "item = [\n",
    "    '希特勒回来了', '死侍', '房间', '龙虾', '大空头',\n",
    "    '极盗者', '裁缝', '八恶人', '实习生', '间谍之桥',\n",
    "]\n",
    "\n",
    "# 15个用户\n",
    "user = ['五柳君', '帕格尼六', '木村静香', 'WTF', 'airyyouth',\n",
    "        '橙子c', '秋月白', 'clavin_kong', 'olit', 'You_某人',\n",
    "        '凛冬将至', 'Rusty', '噢！你看！', 'Aron', 'ErDong Chen']\n",
    "\n",
    "RATE_MATRIX = np.array(\n",
    "    [[5, 5, 3, 0, 5, 5, 4, 3, 2, 1, 4, 1, 3, 4, 5],\n",
    "     [5, 0, 4, 0, 4, 4, 3, 2, 1, 2, 4, 4, 3, 4, 0],\n",
    "     [0, 3, 0, 5, 4, 5, 0, 4, 4, 5, 3, 0, 0, 0, 0],\n",
    "     [5, 4, 3, 3, 5, 5, 0, 1, 1, 3, 4, 5, 0, 2, 4],\n",
    "     [5, 4, 3, 3, 5, 5, 3, 3, 3, 4, 5, 0, 5, 2, 4],\n",
    "     [5, 4, 2, 2, 0, 5, 3, 3, 3, 4, 4, 4, 5, 2, 5],\n",
    "     [5, 4, 3, 3, 2, 0, 0, 0, 0, 0, 0, 0, 2, 1, 0],\n",
    "     [5, 4, 3, 3, 2, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1],\n",
    "     [5, 4, 3, 3, 1, 0, 0, 0, 0, 0, 0, 0, 0, 2, 2],\n",
    "     [5, 4, 3, 3, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1]]\n",
    ")\n",
    "\n",
    "for i in range(10):\n",
    "    plt.plot(item, RATE_MATRIX.T[i], label=user[i])\n",
    "plt.legend(loc=4)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "36fd4e8a-6a8c-4513-8717-af2db3dcbbaf",
   "metadata": {},
   "outputs": [],
   "source": [
    "nmf_model = NMF(n_components=2)  # 设有n个主题\n",
    "item_dis = nmf_model.fit_transform(RATE_MATRIX)\n",
    "user_dis = nmf_model.components_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "943fbb4c-6fc3-4c00-8456-e3074cef19f9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[2.20401687, 1.53852775],\n",
       "       [1.9083879 , 0.83214869],\n",
       "       [1.95596132, 0.        ],\n",
       "       [1.87637018, 1.65573674],\n",
       "       [2.48959328, 1.41632377],\n",
       "       [2.38108536, 1.08460665],\n",
       "       [0.        , 2.29342959],\n",
       "       [0.        , 2.27353353],\n",
       "       [0.        , 2.32513876],\n",
       "       [0.        , 2.23196277]])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "item_dis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "7f3efb29-15a8-431e-a3f0-7dda30f87ced",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[2.20401687, 1.9083879 , 1.95596132, 1.87637018, 2.48959328,\n",
       "        2.38108536, 0.        , 0.        , 0.        , 0.        ],\n",
       "       [1.53852775, 0.83214869, 0.        , 1.65573674, 1.41632377,\n",
       "        1.08460665, 2.29342959, 2.27353353, 2.32513876, 2.23196277]])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "item_dis.T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "2b0195c1-0049-4054-b042-b069691dc48f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.81240799, 0.71153396, 0.47062388, 0.43807017, 1.39456425,\n",
       "        2.24323719, 1.02417204, 1.25356481, 1.10517661, 1.47624595,\n",
       "        1.84626347, 0.97437242, 1.14921406, 0.8159644 , 1.14200028],\n",
       "       [2.23910382, 1.70186882, 1.34300272, 1.09192602, 0.68045441,\n",
       "        0.        , 0.0542231 , 0.        , 0.        , 0.        ,\n",
       "        0.04426552, 0.12260418, 0.34109613, 0.51642843, 0.6157604 ]])"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "user_dis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "d9497995-8e92-4b23-8bd9-fdc3c15911c9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(2):\n",
    "    plt.plot(item, item_dis.T[i], label=i)\n",
    "plt.legend(loc=4)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "12e61bab-4e32-46be-b7e9-723dbd7085bf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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SBlXuf9tK7z3toXe/5F/LS/jFsWM4cET/UIcTNgryMlizdTcV1TbWr+l9AZ87i8h0IENVF3VlGhG5TEQWi8ji0tLSrkXbCXmZyZwyKYdHP1jPDhsGrcfsqW3gj698xpFjB3LZ4SNCHU5YKcj3owofbywLdSimDwoouYtIJnA3cHFXp1HVuao6VVWnZmVldSXWTps1YyR76hr427tf9Mry+qJXVpZQWdvAZYePiOoOwbqiINcPWKOqCY1AGlTjgaeA61T1q65OEwqjB6Vy7P6D+Nt7X9qpcQ+Zt6SYIf4kpg2Lrv7ZgyE9OY4RWSnWqGpCIpCS+yXAZOB6EVkoIjeJyC0dTHNOsAPtqitmjKK8up5HPrCBtINta0U1b68p5ZSCHHwRPlxeTynMy2Dphl3WW6npdbEdTaCqc4A53Z0mVCbl+Tls9AAeePsLLjp4WJ+7Fb4nPb90E40Kp08eEupQwlZBvp9nlmxk4849ffZuXRMafeJi5CtmjGLb7hqeWrwh1KFElWeXFjNhSDqjBqaGOpSwVZjnB6yHSNP7+kRyP2hEJpPz/dz35jrqbCDtoFizpYIVxeWcVmil9vaMyU4lMc7HUush0vSyPpHcRYQfHTmK4l17eG7pplCHExXmFRUT4xNOmpQT6lDCWlyMjwlD0q2HSNPr+kRyB5g5ZiBjs1OZvfBz66mvmxobleeKijls9ACyUhNCHU7YK8zPYMWmcmrr7azR9J4+k9xFhCtnjmJdaSWvfFIS6nAi2qIvtrOprNqqZAJUkOentr6RTzdbN9Sm9/SZ5A5w/ITBDOufzL0LbSDt7ni2qJh+CbEcMz471KFEhIKmRlW73t30oj6V3GN8wqwZI1lRXM5ba7aFOpyIVF3XwEvLSzjugGyS4u2y0kAMTk9kUFqC3alqelWfSu4ApxXmMjg90QbS7qJXV26hoqae061KJmDWQ6QJhT6X3ONjfVx62Ag+/GIH//lyR6jDiTjzi4rJTku03h87qSAvgy+3V1kndqbX9LnkDnDutDwyU+KZbaX3Ttm2u4Y3V5dySmEOMdbdQKcU5vsBWGald9NL+mRyT46P5ZJDh7Pgs1I+2WTdsQbqhWWbaGhUTi/MDXUoEWfCkHR8Yo2qpvf0yeQO8N2DhpKaEMvsBTaQdqDmFxUzfnAaY7Ktu4HOSkmIZUx2mnVDYHpNn03u6UlxXDh9KP9asZm1pbtDHU7YW1u6m2Uby6yTsG4oyPOzbMMuGu0mOtML+mxyB7j40OHEx/i4b6GV3jsyf0kxPoGTrbuBLivM81NeXc+6bZWhDsX0AX06uQ/ol8B50/KZX1RM8a49oQ4nbDU2KvOLijlk1AAGptng113V1Khql0Sa3tCnkzvApd64n/e/ZQNpt2XxVzsp3rXHqmS6aWRWP1ITYq1R1fSKPp/ch/iTOK1wCI99uJ5tu2tCHU5Yml+0keT4GI7d37ob6A6fT5hkNzOZXtLnkzvA5TNGUtvQyF/fsYG0W6qua+CFjzdz3P7ZJMd3OHCX6UBBnp9VJRXsqW0IdSgmygUyQHa6iLwkIq+IyHxvMOzWpntQRN4XkRuCH2bPGpnVj+MnDOYf739F2R4bSLu5N1ZtpaK6ntOsSiYoCvL8NDQqy4vt/grTswIpuV8A3KmqxwAlwHEtJxCR04EYVZ0OjBCR0cENs+ddMWMkFTX1PLzoq1CHElbmLSlmYGoCB48cEOpQokLB3kZVq3c3PavD5K6qs1X1Ve9pFrC1lclmAE96j18BDm05gYhcJiKLRWRxaWlpF8PtOfvnpDNzTBYPvvMFVbX1oQ4nLOyorGXhZ1s5pcC6GwiWAf0SyMtMosiG3TM9LOA6dxGZDmSo6qJW3k4Bir3HO4BBLSdQ1bmqOlVVp2ZlZXUp2J525cxR7Kis5fEPbSBtgBc/3kR9o3KadTcQVIV5GdaoanpcQMldRDKBu4GL25hkN5DkPe4X6HzDzdRhmUwbnsnct9bZkGi4cVLHZqcyPict1KFElYI8P5vLqikpqw51KCaKBdKgGg88BVynqm1VSH/EvqqYScCXQYkuBK6cOYqS8mrmF20MdSgh9cW2SorW77Kh9HqA1bub3hBICfsSYDJwvYgsFJGbROSWFtM8C1woIncCZwMvBjfM3nP46AEcMCSNOQvX9umBtOcXFSMCJxdYdwPBtn9OGvExPutEzPSoQBpU56hqhqrO8P5uVtUbWkxTjmtUXQTMVNWIvc5LRLhyxii+3F7Fv5ZvDnU4IaGqPFtUzMEj+zM4PanjD5hOSYiNYVxOmjWqmh4VtLpxVd2pqk+qakmw5hkqx+6fzcisFO5d0DcH0l6yfifrd1RZQ2oPKszzs3xjGfUN1rZjekZENnz2NJ9PuGLGKFaVVLDgs9au/Ixu85YUkxjn47gDrLuBnlKY72dPXQOrt1h306ZnWHJvw8kFOQzxJ3HPG32r9F5T77obOHb/bPolWHcDPaUgzw9AkTWqmh5iyb0NcTE+Lj9iBEvW72LRur4zkPaCVaWU7anjVLtKpkflZyaTmRLPUqt3Nz3Ekns7zpqax4B+Ccxe2HcG0n62qJgB/RI4bJR1N9CTRIQC6yHS9CBL7u1IjIvhB4cN5+012/rEqPVlVXW8sWorJ0/KITbGNo2eVpDn5/PS3ZRXW2d1JvhsD+7ABQfmk5YY2ydK7y8s30RtQ6MNytFLCvP9qMLHGyL2ymETxiy5dyA1MY6LDh7Gy59sYc2WilCH06PmLylm9MB+7G/dDfSKibl+ABuZyfQIS+4B+P4hw0mOj2FOFA+kvX57FYu/2smphUMQsR4ge0N6UhyjBvazenfTIyy5ByAjJZ7zp+Xz3LJNbNhRFepwesSzS12nnnaVTO9qalTtS5fbmt5hyT1APzhsBDEi/OWt6Cu9qyrzi4o5aEQmQ/zW3UBvKsjzs72ylg079oQ6FBNlLLkHKDs9kTOm5PLk4o1sLY+urlqXbtjFF9sqOd26G+h1hV4PkXYzkwk2S+6dcPkRI6hvaOSBKBtIe35RMQmxPo6bYN0N9LYxg1JJiouxTsRM0Fly74Sh/VM4aVIODy/6il1VtaEOJyhq6xv557JNHD1+EGmJcaEOp8+JjfExITfdGlVN0Fly76RZM0ZSVdvA3977MtShBMVbq0vZWVXH6daQGjKFeX5Wbiqnpr4h1KGYKGLJvZPGZqdx9LhB/PWdL9gSBXXv84uK6Z8Sz+H7hee4tn1BQZ6f2oZGVm4qD3UoJopYcu+C644fS12D8pMnl9IYwaM1le2p49VPt3DSpBzirLuBkCnMzwCwqhkTVIEOkD1IRN5u5/0MEfmXiCwWkb8EL7zwNDKrHzedNJ53P9/O3LfXhTqcLntp+WZq6xttnNQQy05PJDst0RpVTVAFMkB2BvB3IKWdyS4EHlHVqUCqiEwNUnxh65xv5XH8hGzuePkzPt64K9ThdMm8omJGDEhhYm56qEPp8wrzrYdIE1yBlNwbgHOA9ioEtwMHiIgfyAM2dD+08CYi3HraRAamJnDVY0XsrqkPdUidsnFnFR9+sYPTrLuBsFCQ52f9jiq2764JdSgmSgQyQHZ5AANevwMMBa4CPgW+MbqFiFzmVdssLi0t7VKw4SY9OY7/O7eQ9Tuq+M3zn4Q6nE55bukmwLobCBdNIzNZ6d0ES7Ba0W4CLlfV3wKrgO+3nEBV56rqVFWdmpUVPVdmTBueyY9mjuLpjzby/LJNoQ4nIKrKvCUbmTYsk7zM5FCHY4AJuenE+MSSuwmaYCX3DGCCiMQABwKRewlJF1x11Ggm5/u5ft7yiOhYbHlxGWtLKznN+m0PG8nxsYwZlGqNqiZoOp3cRWS8iNzS4uVbgblAGZAJPBaE2CJGbIyPP59bCMDVjxdR39AY4ojaN29JMfExPo4/YHCoQzHNFOb7WbZhV0RfXmvCR8DJXVVneP9XquoNLd77UFX3V9V+qvptVd0d5DjDXl5mMr8/fQJL1u/irjfCd9SmugbX3cBR4waSnmzdDYSTgjw/FTX1rNvW53Yf0wPszpUgOnlSDmdMzuWeN9bw4RffaFMOC++s2cb2ylq7tj0MNfUQucSqZkwQWHIPsptP2Z/8zGSuebyIsqrwG/h4XlExGclxzBgzMNShmBZGDOhHamKsNaqaoLDkHmT9EmL587mFbK2o4br5H4fVCDsV1XW88kkJJ07MIT7Wfvpw4/MJBXl+a1Q1QWF7eA+YlOfnZ8eO4V/LS3hycfjcz/XSihJq6hvtKpkwVpjn57OScqpqI+umOBN+LLn3kMsOG8Eho/rzm+dX8vnW8Ggge7aomGH9kyn0bpgx4acg30+jwvKNHd03aEz7LLn3EJ9PuPPsAhLjfFz9eFHI++reXLaH99dt51TrbiCsTcr1A1Bk9e6mmyy596BBaYncfuYkPtlUzh0vfxbSWJ4t2oQqdpVMmOvfL4Gh/ZNZavXuppssufewb48fxIUHDeX+t7/gzdWh6VNHVZlftJEpQzMY2r+9zj1NOCjI89uA2abbLLn3gutPGMd+g/rx0yeXsS0Evf59sqmc1Vt2W6k9QhTk+dlSXsPmsj2hDsVEMEvuvSAxLoa7ziukvLqOnz+1rNcvj3y2qJi4GOGECdbdQCTYOzKTVc2YbrDk3kvGZqdxwwnjWPBZaa8Orl3f0MhzyzYxc8xAMlLie225puvGDU4lPsZnjaqmWyy596ILDxrK0eMGcuu/VvXaYMjvrt1OaUUNp9u17REjITaG/YekWcnddIsl914kItx+5iT8yXFc9XgRe2p7/vLI+Us2kp4Ux8yx1t1AJCnI8/Nx8a6w72HUhC9L7r0sMyWeO88uYG3pbn734soeXVZlTT0vf7KFEyYOJiE2pkeXZYKrIM9PdV0jq0oqQh2KiVCW3EPg0NEDuOzwETz6wXr+vaKkx5bz8icl7KlrsKtkItDkpkZVq3c3XWTJPUR++u0xTMxN59p5H/fYJW/zi4rJy0xi6tCMHpm/6Tm5GUn0T4m3TsRMl1lyD5H4WDd6U219I//9xFIagjz6zpbyat79fBunFVh3A5FIRCjM97PUbmYyXRRQcheRQSLydgDTzRaRk7ofVt8wfEAKN5+8P4vW7eC+N9cGdd7PLS2mUeG0yblBna/pPQV5ftaWVlK2J/zGBTDhr8PkLiIZwN+Bdu9bF5HDgGxV/WeQYusTzpySy0mTcrjz1dUUrQ9eKW3ekmIK8vwMH2DdDUSqgjxXnbbM6t1NFwRScm8AzgHavDBbROKA+4EvReSUIMXWJ4gIt5x6ANlpiVz1eBEV1d0vpX26uZxVJRXWkBrhJualI2KNqqZrOkzuqlquqh11Lv09YCVwOzBNRH7ccgIRuUxEFovI4tLS0HSgFa7Sk+K467wCinfu4dfPfdLt+T1bVEysTzhpUk4QojOhkpYYx6isfkE9ozN9R7AaVAuBuapaAjwMzGw5garOVdWpqjo1KysrSIuNHlOGZnL1Ufsxv6iY+UUbuzyfhkbl2aXFzBiTRaZ1NxDxXKPqrrAartFEhmAl98+BEd7jqcBXQZpvn3LlzJF8a1gGNz77Ceu3V3VpHu+v3c6W8hpOK7SG1GhQkJfBzqo61u/o2vZg+q5OJ3cRGS8it7R4+UFgpoi8BVwB3BGM4Pqa2Bgf/3duISJw1eNF1HXh1vN5RRtJTYjlqHHW3UA0KPCGRLTr3U1nBZzcVXWG93+lqt7Q4r0KVT1LVQ9X1emqWhzkOPuMIf4kbjt9Iks37OL/Xlvdqc9W1dbz8ooSjp8wmMQ4624gGuw3qB/J8THWqGo6zW5iCkMnTBzMOVPzmL1wLe+v3R7w515duYXK2gZOsx4go0ZsjI8JQ9KtUdV0miX3MHXTyeMZ3j+F/35iKTsrawP6zLwlxQzxJzFtWGYPR2d6U2F+Bis3l1NdF9pB1k1kseQeppLjY7nrvEK2V9Zw7byPO7xaYmtFNW+vKeXUwhx8PutuIJoU5Pmpa1BWbu6dMQBMdLDkHsYOGJLOL44dy8ufbOHRD9e3O+3zSze57gbsxqWoU5jvB6xR1XSOJfcwd8mhwzls9AB+98JK1mxpu2/vZ5cWM2FIOqMGpvZidKY3DEpLJCc90RpVTadYcg9zPp/wx7MnkRIfy48fK2q13nXNlgpWFJdbqT2KFeT7rVHVdIol9wgwMDWRO86axKqSCv7w71XfeH9eUTExPuHkAutuIFoV5PnZuHMP23bXhDoUEyEsuUeImWMHctHBw3jo3S9ZsGrr3tcbG5Xnioo5fPQABvRLCGGEpicVNo3MZPXuJkCW3CPItd8Zy9jsVH721DK2VlQDsOiL7Wwqq7Z+26PcATnpxPiEIhu8wwTIknsESYyL4e7zCqmsreenTy6jsVF5tqiYfgmxfHvcoFCHZ3pQUnwM4wanWqOqCZgl9wgzelAqN544nrfXbGP2ws95aXkJxx2QTVK8dTcQ7Qry/CzbUBb0IRlNdLLkHoHOn5bPMeMHcccrq6moqed0u0qmTyjIy2B3TT1rS3eHOhQTASy5RyAR4Q9nTCTbu/75oBH9Qx2S6QVNNzNZo6oJRGyoAzBdk5ESzxM/PIja+kbrbqCPGN4/hbTEWIo27OTsb+WFOhwT5iy5R7Ch/W3w677E5xMK8jOsGwITEKuWMSaCFOT5Wb2lgsqa+lCHYsKcJXdjIkhhnp9GhY83djRmvenrLLkbE0Gaht2z691NRwJK7iIySETeDnC6ou6HZYxpTUZKPMP6J1snYqZDHSZ3EckA/g4E0np3B5DU3aCMMW0rzM9g6YZdHQ7gYvq2QEruDcA5QLvDwIjIkUAlUBKEuIwxbSjI87O1oobNZdWhDsWEsQ6Tu6qWq2q7rTciEg/cCFzbzjSXichiEVlcWlra+UiNMcC+ene7JNK0J1gNqtcCs1V1V1sTqOpcVZ2qqlOzsrKCtFhj+p5xg9OIj/Wx1HqINO0IVnI/GrhSRBYCBSLyQJDma4xpIT7WxwE5aVZyN+3qdHIXkfEickvz11T1cFWdoaozgKWq+oNgBWiM+abC/AyWF5dR19AY6lBMmAo4uXuJG1Vdqao3dDSdMabnFOT5qalv5LOStgdNN32b3cRkTATa16hq9e6mdZbcjYlAuRlJDOiXQJHdqWraYMndmAgkIhTk+a1vd9MmS+7GRKjCfD/rtlVSVlUX6lBMGLLkbkyEKmzqRGzjrpDGYcKTJXdjItSE3HRErFHVtM6SuzERKjUxjv0Gplr3v6ZVltyNiWAFeX7rIdK0ypK7MRGsIN/Prqo6vtxeFepQTJix5G5MBCvM9wNYJ2LmGyy5GxPBRg9MJSU+xjoRM99gyd2YCBbjEybm+q1R1XyDJXdjIlxBvp+Vm8qprmsIdSgmjFhyNybCFeT5qW9UPtnU7oBppo+x5G5MhCu0YfdMKyy5GxPhBqYlMsSfZD1Emq+x5G5MFCjItx4izdcFlNxFZJCIvN3O++ki8pKIvCIi80UkPnghGmM6Upjnp3jXHrZWVIc6FBMmOkzuIpIB/B1IaWeyC4A7VfUYoAQ4LjjhGWMC0TQyk5XeTZNASu4NwDlAeVsTqOpsVX3Ve5oFbA1CbMaYAB0wJJ1Yn9j17mavDpO7qparakDXWInIdCBDVRe18t5lIrJYRBaXlpZ2IVRjTFsS42IYNzjNrpgxewWtQVVEMoG7gYtbe19V56rqVFWdmpWVFazFGmM8hfl+Pt64i4ZG6yHSBCm5ew2oTwHXqepXwZinMaZzCvL8VNY2sGZrRahDMWGg08ldRMaLyC0tXr4EmAxcLyILReScoERnjAmYNaqa5gJO7qo6w/u/UlVvaPHeHFXNUNUZ3t8TQY7TGNOB4QNSSE+Ks0ZVA9hNTMZEDRGhIM9vjaoGsORuTFQpzPezemsFu2vqQx2KCTFL7sZEkYI8P6rw8cZdoQ7FhJgld2OiSIH1EGk8ltyNiSL+5HhGDEixRlVjyd2YaNPUqKpqNzP1ZZbcjYkyBfl+tu2uoXjXnlCHYkLIkrsxUaYwLwPAqmb6OEvuxkSZsYNTSYj1WaNqH2fJ3ZgoExfjY8KQdCu593GxoQ7AGBN8BXl+/v7+l1zzeBGD0hPJTktkkPeXnZ7IwNQE4mKsbBfNLLkbE4VOmzyEj4vLWPzVTraW11Db0Pi190Wgf0oC2ekJDEpN3HsAyE5LbHYwSCA9KQ4RCdG3aF9jo1JeXcf2ylp2Vtayo+mvyj3f+3pVHTsra8lKTeDIsQM5etwghmcmUFxcTHV1eA5LmJiYSG5uLnFxcV2eh4TicqmpU6fq4sWLe325xvRFqsrOqjpKyqrZUl5NSXn13sfueQ1byqvZUVn7jc8mxvn2lfiblfqzW5wNxMd2/yxgT20DO6pq2bG7tQT99dd3VNays6qWtrquT4zz0T8lgYyUODKS48lMiWddaSXLi924Q7ccNZBp+w0he+AA+iXG4QujA5iqsn37dioqKhg+fPjX3hORj1R1aiDzsZK7MVFORMhMcQlufE5am9PV1DewtbyGkqakX9Ys+ZdVs3TDLko+qaa2vvEbn+2fEs/AtESy01zibzoYDEpLJCk+ptUEvd1L0Dsr69heWUN13TfnC+ATyEyJJyM5noyUeEYN7EdGSjyZ3vP+KfF7n2f2c/+T4mNandeW8mreWLWVXNlBTUwyX26vwidCamIsqYlxpCbGhry6SkTo378/3R2xzpK7MQaAhNgY8jKTyctMbnMaVaVsT93XSv8lZe6AsNU7K1heXMa23d88C2iSmhBLhpeQB6YmMmZQGpkpcfsStVfSbvpLS4zD5wtOyXpQWiLnTcvn008rGZOTzu6aeiqq6yivrqdsTx0AyfGxpHnJPjHOF5JqqWAs05K7MSZgIoI/OR5/cjxjs9s+C6itb2RrhUv+1XWNexO1PzmOhNjWS9W9zecT0pLiSEuKI0eV6roGyqtdsi/xDlRxMT6X6JPi6BcfG7SDTG+w5G6MCbr4WB+5GcnkZrR9FhBORISk+FiS4mMZlJZIXUOjK9HvqWdnlWu09YnQLyGWtCRXqu9u9c0ll1zCypUrOeGEE7jhhhs6/kAnWXI3xvRpN//zE1ZuKm93moZGpaFRqW/UvX32+HxCrE+I8ck3GmTH56Rx00n7tzm/efPm0dDQwPvvv8/FF1/MmjVrGD16dPe/TDN2oasxxnQgxifEx/pIjo8hKT5m79VBtfWN7KltoKq2gZr6RhraunynhYULF3L22WcDcMwxx/DOO+8EPeaASu4iMgh4WlUPa2eaB4HxwIuq2nIAbWOMCUvtlbA74qpvXD19RXU9jap7q2+2764hLTGOuFYuE62srGTIkCEAZGZmsmTJki7H0JYOk7uIZAB/B1LameZ0IEZVp4vIX0VktKquCWKcxhgTduJifHsbixtVqaypp6K6nvI9dZRX11HMHpLiYkhNiiMtMZakuBhEhH79+rFnj+u1c/fu3TQ2tn4ZaHcEUi3TAJwDtFcpNQN40nv8CnBoywlE5DIRWSwii7t7/aYxxoQbd718HDn+JMZkp7LfoFSy0xPxiVBaXs3nW3ezqqSCbbtrmDJlyt6qmGXLljFs2LCgx9NhyV1Vy6HD6y5TgGLv8Q5gcivzmQvMBXeHamcDNcaYSCEiJMbFkBgXw8BUqPeqb8qr64gR4dRTT+Wwww5j06ZNvPTSSyxatCjoMQSrQXU3kOQ97hfE+RpjTMSLjfGRkRLP0P4pZKTEk5aWxsKFCznooINYsGAB6enpwV9mkObzEa4qZhEwCfgsSPM1xpiolJGRsfeKmZ7Q6eQuIuOB81W1+VX3zwJvi0gO8B3goOCEZ4wxPUNVw7bHy2B06Bhw9YmqzvD+r2yR2Jvq5WfgSu4zVbWs25EZY0wPSUxMZPv27WE5iHhTr5CJiYndmk/Q7lBV1Z3su2LGGGPCVm5uLhs3bux2z4s9pak/9+6w7geMMX1OXFzcN/pKjzZ2VYsxxkQhS+7GGBOFLLkbY0wUCskYqiJSCnzVxY8PALYFMZyusji+zuL4unCIIxxiAIujpe7EMVRVswKZMCTJvTtEZHGgA8RaHBZHX44jHGKwOEIXh1XLGGNMFLLkbowxUSgSk/vcUAfgsTi+zuL4unCIIxxiAIujpV6JI+Lq3I0xxnQsEkvuxhhjOhCU5O6Nsdr8ebaI+IMx794gIrHSxe7hRKTPdOEgIj4RCe4Q7UEiIn4RGdDDy4gJYJpEEYnryTg6Q0SSReQAcdK81y4XkeQeXGab+1Nb+4uIJAWyftv4bI6IxHfls51cTn8ROc97HNfVnNHKfFM7Ma3P+00HiEi7PYsFpVpGRH4GHAIsBiqAM4A/qOq/mk3zMnAaUA0o8DKue2BUtcHbIS4Har33Y4G/ALcCxar652bzWgesbyOcBFWd3kqMVwOVqvpAK+/9CDgXqPdeSgVG4UaYKgeWePE0eO+XqOoF3mc/BE5R1c0iMhK4VVWD3kmzt1OktOxxU0T6A8eo6mPeOqzXHqpr8+b/uaoOFZHLgWWq+n6z959X1ZNF5FQgu/lHgde6Oq6uiHwX2KmqL7YzzRXAfqp6TRvv56jqJu/xRcAGVX09wOW/BcwE3gT2A1YCY4EzVfUdEbkOeEJV14nIpUCGqt7ewTyfAa5T1dVekhipqp8HEk+zeQhuUPqrVPWHIjICuAX4F7BVVV8RkeNw++ZLwJXAT4HVuG26CjhVVWs7s1xv2eOAVbj18T1Vvb7Ze3Nx+08Obn9uANKBdcAmVf1eK/P7H2Bda/tnALE8BLyqqo+2eL0QuB/Yw759FyAGmKeqf/KmGwgcoqrzReTnuG2ttTyRgFt3JwHXAYOApsFPpwDDgL8C3/deuw9YjhvvYhrwrqouaDHPHOCfwFGququVZaYD96vq2SJyJ26djsflxfdV9cu21kuwSp1v4C7MPxI3zN4XwGYvuFHA+UCdqlaJyHeAnwMTcAk+RkSOBX6GWymNuOQuuKH7dgFbWyxvfVMXxC2JyIJmj/+C2wkVt1IavUQhwMeq+mMAVb0HuKfZ5wYBfwYKgCtV9XUReQC4pfnKFJHDcAeZfiLyJu5MaKSIvAYsV9X/Dmz1BeQM4EDgJy1e3w3cJiKf4G1wIvK1DS6IXTAr0JSAXgBuBN731sPvgP1FZCHwG+B57+9M3A7eHfns24mAvQe7T4Et3kuxgE9E3vGeZwHfVtWmQsBlIjIRuBoYQwA30YnIUGB/IAFXEDkRuE9VzxWR14GPvUmfAx4QkbNxCRQR+QGwAZe0h3mvxQMLcMnmAOAhEdkKfAhkAL8IdIV4fgXkAgUicjvwGG7bfhK4RUTewI1/fAtQhkuudwJvAbcD3+lKYvf8CxgNbAe+1eK92wA/cDBQgttGD/Liy2hjfvXedAERkc9w6xfcKHDjReRi7/kwVR2lqkUicgRQ1bzA4xU+CprN7ihgIjAfqGNfIa/58mKATNz+V6Kq57V4fyFuO38UOAK4BhiHWzdn4tbHWSLya1V9rulzqrpJRG7DHSQ/bDFPH+6gVOUVrK7FHVB+0aww16ZuJ3cvWV8IPA7Eq+pPvJ3of0Xk97ikfzSQKyJzcKWMl0TkBVU9selLqOr/iMhKXOke3IYwFjgcGOsdADap6q/wVr6I/A23cQN8oqpX8/Uj9FXAfwFPAOfhzhoW4I68rbZYe8v5E+7H+SPwdov344BkXIn+VvaVSI8QkVzcAeCiTqzCNonIJbiS1qZmr72GO4iU4xJ+IBtcd2LIw/22Fbjt5QDvQLbHe/9dXKL4Gy75/RtIVNVG76w1AVBVrenEMmNwZ2BV3ksx3vKbNvhk3E5YA5wA/BB3MK4FTgVexCXcpvntp6q/8Q5CY4B42h/wvclg3PaYDRwGfILbhgD6NY0vrKorReRo4Hjg17ikNwy3HV3RNDMvkR7ixfQ4bmc9HRiiqj8NaOXs+04/9mKKw5WKx+OS6kRgHu63uh5IxP0uiap6o1eaPRpXkp8lInmquqGVRbS37Bhgs6rWA9taqeJJBX6L2xaauxm4q43Z9vM+F6h64Gzc2doi78D6qaouF5ElzaY7G7hYRC5V1VXea/F426/nfCBHRKbj8km9d3YXB/xDVe/z4ntaVQ8RkZdbVCEd5/2PAeZ72/5rwBzcNvMf3Eh1e0vuXk1GIq7AhPdaJu532s976VvAvcBA4L9xBY0pblJZBawVkTNUtWmb/JpuJXcv+ZyHW9G3AbHiRmrCC/q3uI3tUOB2VZ0lIreLyFTv858DO4EnROQFXEIdhCt9DMX9MINwZwYpQGGLEAao6tHevBa2jE9Va7wDxk/wziRwO9Rf2imxDAX+Hy6BZgL/8s4+XvPe/z9cqW83XmlSRB7E7cwxQJaILMOVaF5V1VvbWE4g6oE7W54iiqtre4TANrhuVdF4O35TQjoRVyr5lqoeJyIxXpXad1p8rPkB9ru49fi7Tix2GPCIiDSVoIYDlSLyS+95AnAprqT7Bq4g0OC9XgD8D+5MrOmg+EMR+RYwS1U/EZEz8Q4W7fGSxhhcsr4Tl0TTRSQFqBCRNao62jt1vhtXBbAGt719CUxX1Z/B3iqCP+KqQgD6407X1wJbReQV4BFV/XsgK0hV7wbuFte29WtV/Ym3nHmqerqITADScNvQpcAcEXkeV3VagtuOa3Dbe6eSO24dL2/2vE5EkpsOxqq6TETuBUa2+NxfVPW9NuY53ov3/gBj+A7u4HuGt12m4b4Xqjq5aSJVfUhE1gMvisjhqlqMS+41ACIyBYhV1Sne82uAXar6txbLq8EVKPCmP8qbfqGq1nsFmQuBn4rILKDpe27G1VTEAq80i+vY5jP3DixzcKX8pmk+EJHHgB8Bi1T1dhF5FbgAdwZ5ensrqFvJXVUfBB4U18gww6v3m6uqlzULOguX6PCOrjc2leJE5De4UtYS3EFgE+60JhY4Fpdgc3E/2kg6kahE5EhcSaEGdwQe5X1+DXCHVwK/VVVbli4avelvw5WM1+LqzsCV9l9S1T+JSD5up5iCKzk2NJ36eVUDx9GiKqELGoGfi6tKAleCLPEev0tgG1wwHeYtt+k0/CER+SeuNHstLmFN4OtVR3/HDcE4R1UD6k9DVdfSbKhGrwpkvap+v9lr6bjf9/u4KjDFlbhuxh2cr8El4l24nWsa+7af/nh9e3jVO6KqTeuxpTNwZ58ve8s70nv+X8AfRCQJeBi4ATgZmAVcgquuu9ErdJyoqkXAkd7004H/Be7AlaDBlTo7c3ZzFK76S4D9RKQAeAdXwNoPt22fKCLZ7DvwzARex53tHO/N6p+BLrOZGbj2hyYf4LaJN724rsNtE5m4g0sj7mxrqoj8CvhfVd2b6Lzf0g+oiAxU1ZbVsK1Jwa3zx7zv8CSuPvwbvGrVKUCZt98m4CV3XAHppqaCSvPPiUisd3bS0livZA5uzOgmD+G2raZtaTeuerAceB+3/3yt6sVbzgxcLcB3VHVzi7cPBYqAk72cttWb77tezcUvVXULrehuyT0Gd1T5DfC594UniWvYycTVYc3D/diHAq8CV4vICbgdbRiuiuRe3M6zGpcUfd4XaqqbXI0rPbUU06zE/rUvqKpv4Ep1TQ0um3ErfllTaaod/XElm5uBStzOezyuFP1vb/7rm52lXAWcIiJNyWMCrqQ/B7fxdVUsbp01bUh3AQ/gftxY3AGrSVsbXFB4pdUTcdUO14jIgUB/VX3Kq7o5Hlc980u+fnpdjzsonoxrbOrscsfjfoNMERmjqp8BqGqZiNzozbtGXDtJAi6pJgCXqep2ETkfV89e581PcOvnee/gF4PbKb9RTScik4FS3PZ4F65udhaurnsF8Lyq7hHX0PVHb14NuAsBmjyiqru95R6KOwgm4bYNgKm4A9T3cAWJgHgJaxEuod/mfW8/rk77Nlyde5b3vb7AtV2BK+0egks6R+G28YB53+N84JhmL7+AK7W+qa6R+nVvugRciXy8qj4srkGSVg5iVwH/wLWx3QZcTDtE5CTcWVslLv9cgTu4/M37TVOAX6nq2970yV7Ml+H2nwa85K6qb3p57B0RqeHr1TLV7DsDbu7T9moMcAf/63HVypO8ddAfd+D9j6q+1ey7nIDbnk5qWfgRkWNwtQR+XPvVt735JOIKGQ/h8mOryR1V7fIfrlTza1z1y6Heay94/4/GbcgTcKfyTa/H44424A4KU73HP8GVBj7FtcK/ifuR3/PePw+4yXv8Rjsxvd7scQyu1PJr3JU4F+F20odxVTqtff4HwLXe44m4088Y3EYxzHt9sPf/OOA33uNfAoXe43dwJenurt+f4DbiQ3HJ5DDv8aHeOh0CLPSmfa3Z55peW4irw+tWHN687gauaTbfN4GsFtM8jTtdfqRpW+jO8nHJYQFuBxnjLTO5jWkvAm4IYJ7/hWsILgxg2p/iGrpewJWQi7zt91e4K2bivOlO97bl73pxnOn9PxX4rTfNNNzOeBrujO+1Zn+bmratTqybQbgC0UrcWe0yXNI+F/ig2XSH4RL6YO/3ORpX2PoPXgNdJ5d7FvBQK68vxtV/g2ts/RbwDO5AX+TtQ+cCd7T43MG4KowY7/lzwNWdiEdwpd5rcQfJuGbv7Y87uK3C7UeZ3utXA+e3Mb9rgItaeT2RffvVtma/3U5cQWuhN82NuIQ8AnfwfNr7vR8FfC3meSnuTNjfRixTcBeC/K3Za+94/x/vaN106zp3VX1GVX/rreC9RCQDdwpYparLVfXNZp+pBbK9kmBzd+NO927FHb2P9ObxgFcCmcS+RpBcEXmttT9vBeOdmi7C1Z/9Flf6ElW9CvdjrxHXkt487lm4ElSFiAzGlcDOU3e61gAkiWvQe9CrQ23uWdwPQcv10Q1TcIllEe609ne4Kx/uAU7Bq+7yFDRbB5MkSNffi/Mr3I4yW0Quw5U2L1HVUhGZKiLne3WBQ3Gli3xvPfno4roQkbG45PV3VV2mrsQ+G3hVunCtvbjrg6/ElTjvxFV3PSyuEatVqvpHVV2N23kvxR20++OqNbbiquOg/eq3Rm9eH6qrVtoAPKeqRzf90awuthOG4NoWVuAONqfhzoKvwp3JnC4iN+EOUHNxv1kBrsCywIvjDVzSDYh3JnMb7uDQ0i9xbWdDcWcmpQCqWoFL4Dm4bWFS0xmviJyL+03P1H1VIhcC54jIP6TF/TMtYhki7uqYd3DtJ/d46+Q9ETnDm2wPrrBYqKq3q+oO7/VcvAZ1b/tucx3Ivmv2927Lqjqg2e+Xoa7qJh73W2fiziSycPvrL3EH3jdxVSmTvXk21QYI8G1pcV+QiIiqfoS7+rDptal8fZ9vX2eO2u0cPQ8FcrzHC3A/7izcFQVN07yMuwKi6fkPcUkru8W8LsadPh2CO6r5cKeOHwATvGkmtxNL05lAAu7a0abXfwFc3uz5CLzr/Ju9dgqusWIsrrFrYrP3zsDVm32Ia8wUXDXF/7SYxxO4koq0FWOA6zTei0Fwp543NXvvQm/9JuNOhduax3u4K5i6E8c07zdtauz6Pa6q6T1cyWUtrrQzspXPvk4bpZIOlnkBrvRzXCvvnYKrgvgvL4Y3caWmVbjqh4Xe31u4qrVEb/29h7tSq/m8TsadmWV3EM+HuMLHGbjLHw/ytq//B9zk/d6rvP9Lvd9tKa40uxpXndc0r0NoveQ+uou/z+Peb5TvbZ/jcWcbJbizu3xvuruBybj97klcdd9bdK6UPBZ3PXhb71+GO8Af4a331bgzhEW4S2gvwssJ3rwex1XttZxPIq42YP82lpOAawe7puVvhzujuQ1IauVzx+Ha3N7F3YsA7qD3Zovfo/nf27hcMRDXqNlaPI8AH3qPfd7/3+GqnQfg2unwtp/JuALCNS3iXYy7VHUd7szgPO99P/sucX0VONB7/YWOfq+Q9S3jHZnaXXhrjRy9RUQStY1LjDr4XLx2/drh5vM5Dbej1uLq1X6Aq7+eh6uiOBFX9/68qh7UyucfwSWMaUGIpcPfKpjENXYnqXepYSvvp7Cv0aqutdi80li8ujrx7+Bu+NjVynT+1l5vY7nxuOq2qmav9eq6aU/z/SWc4op2IpKq7gylJ+YtuANip+dvHYeFMa9qY6CqljR7LUVVKwP4bI9tcMaY8GfJ3RhjopD1CmmMMVHIkrsxxkQhS+7GGBOFLLkbY0wU+v8m+ZjRJvJ+nwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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MeLHf8XcAdwCkpqYGLvEYYF+/HoxGoq+52q/2JzNE7gmKck+LTsNsNI+on4HITVCLmfbX7WdV6qpRGUMzQXB0KKXco3D7K+beSri/gvYocmfn0OOYrGCJhNAosESp18gpJ/83mtVNwtnZ669LyefsgvZ639udHTCiGgTiVKVvtIApxPNqAWOIZ1+IH/u82yyD9NV7X69txpAxv9H4pdyFELHAn4DrBmiyT0rZ5Xm/AzjFYSylfAh4CGDRokXBCwoPMtLhwP78C0SsXIk5MdGvY0xxcZinTw/KpGpRY1FPit7RYHbsbIzCyP56rdxPaw7+F575JDDEpRYScVIhW6IgLA5i0nsp6+i+StsS2et9tPrfFDJ6n8Pl8KH0e90kHJ39bhoDtHV0qCcIZ9fJV2cXdLeqm0uffZ3qZuTy/B8svDeLpV+Cld8KXr8D4M+EagiwDvi2lHKgag+PCiF+DuwHrgZ+ETQJx5iWd97BVV8/5ERqf6x5ebR/8AFSygFj4oei3dFOeWs5V2ddHdDx/mA1WZkZM1NniDzdOfgihMXCqu+cVMJ9lLRHURuM4y3p4BjN6s8SOT7jS3mqwu9/g3B1+dg3SPvk+WMiuj+W+2eAhcB3hRDfBd4BzFLK7/Vq8xPgCUAAL0op3wy6pGOEfd16TElJRJx//rCOs+bn0/zyyzgrKzGnpAQ0dkmTCjYajRj33syLm8cbR98Y0Y1IM4GREso2Q8YqOPuz4y3N5EaIk66WSYY/E6p/A/42RJv9qIiZSY2jooK2LVuIv/MLCOPwLJoev/vevQEr98JGT4GOUYhx701ufC7PFj7LsZZjzIiaMapjacaBuiPQWg3py8dbEs04ohcx9cL+7HMA2K4baGphYEKzZyEslhH53YvtxViMFqZFTAu4D3/QZfdOc0o3qdf04T19ak4vtHL3IF0u7M89R/iyZZinTh328SIkhNCcnBEtZiqyF5ERnYFxlP2gmbZMrCarVu6nK6WbIHq6mhjVnLFo5e6h7b33cFZWYls7vInU3ljz8ug8eBB3d2Az7IX2QmbGBH9lan9MBhNzYufoxUynI243lG2BtPPP6BhvzSRT7h3dLp7fXR7U9Lpe7OvWYYyNJfKCwMMDrXl5SIeDrkOHhn1sU1cTNe01o7YytT858Tmq7J5bl907rag5CB0N2t+umVzK/eV9FXzt6b28V1Qf1H6dtbW0vLOR6GuuRoQEHrNrzc8HAqvMVGwvBkY/UsZLbnwuXa4uihqLxmQ8zRih/e0aD5NKuV+Zn0JCpIUHNxUHtV/78y+A04ntusBdMgDmpERMU6YElP7Xm1NmNBKG+cI7qapdM6cZZZshNgOiR3dSXjPxmVTK3WIy8qlz09hcWMfBiuag9CmlxL5+PWGLFmHJGPkElDUvL6CImSJ7EeHmcJLDk0csgz9MjZhKjCVGT6qeTrhdUPae8rdrzngmlXIHuPWcGYSFGPn75pKhG/tB+wfbcRw7hu2GU2ukBoI1Pw9HRQWOGl/51QamyF5Epi1zzBYVCSGYFz9PW+6nE5V7VY4Y7W/XMAmVe3SYmZvOTuWlvRVU2EeeYte+bh2GqCgiL744CNL1XczkL1JKChsLx8wl4yU3PpeSphLaHe1jOq5mlPD627XlrmESKneAT5+XhgQe2VI6on6cjY20vPEG0VdcgSE0NCiyhc6dC2YzncNQ7vWd9di77GM2meolJz4Ht3TrsnunC2WbIT4bIpPGWxLNBMDvlL8TiWkxYayZP4Untx/jyxfOJNoaWHrc5pdeQjocQXPJABgsFkLnzhmW370nUmaU0w70p/dK1UXJi8Z07GDT3u1kzR+30OFwkRQVypToUJKj1av638qU6FASoyxYTBM8WVYguBxwdCvk3zzekmgmCJNSuQN87vwM/rungie3H+MLK4YfGy6lxL5uHaHz5xOanR1U2ax5edifWYd0OBDmoW883kiZsbbcY0NjmRox9bTwu79fVE9JXRsXzk6ky+mmsKaVTUdqaet2ndI2LjykR/GrV2ufG0JyVCjhlkl2aZzYBY42HQKp6WGSncEnyZkazbKsOP75XimfXpZOiGl4HqbOvXvpKiwi+Sc/Drps1rw8Gv/zKJ1HjmCdN2/I9oWNhdgsNuJC44Iuy1DkxOfwUe3kV+4bj9QQFmLkr7cu7GOZt3Q6qGrqpLKpk6rmzpPvmzo4Ye9k59FGGttPXcgVGWryKHsrU6JCSYru+zQwJcpKlNU0cbJqan+7ph+TVrkD3LE8k08+sp3/7jnB9YumD+vYxnXrEGFhRH3s8qDLFeZdzLR3r1/KvcheRJYta1wURW58Lq+XvU59Rz1x1rG/uQQDKSUbC2o5NzP+FJdLZKiZyFAzM5MGzgfe6XBR5UP5VzZ1Ut3cyeHKZmpbu+i/MDrUbGBKtJVkj9XvvQGkxoaxfGYCBsMY/p5lmyApV+Vw12iY5Mp9+cx4ZidH8vfNJaw9a5rfytHV2krz/14les3lGCPCgy6XKSUFY0K8Wql68+A+UCklxfZi1mSsCboc/uD1ux+oP8DyaZMzhK64to3yxo6A3HMAoWYjafHhpMUPfC44XG5qWrrUTaCpk8qmjj43hA9KG6hu7sTpVneAf3xiEavnjtHEpqMTjn2gc7dr+jCplbsQgjuWZ3D3M3vZWFDLqtn+lcVrfuV/yI6OESUJG0oua16eX+GQ1e3VtDpaxyRhmC/mxM7BIAx8VPfRpFXuGwvUmoKV2aNX8NtsNDDVZmWqzTpgG7dbUtfaxYUPvMsbB6vGTrmXf6gq/mh/u6YXkzIUsjdX5KUwJTp0WCkJ7OvWYZk1i9D5o1dfJCw/H8fRYzgbGwdt11OgY4wnU72EmcPItGVO6knVjQW1zEyMYFpM2LjKYTAIEqNCWZWdyNuHa3C7x6hUcOkmEAaYce7YjKeZFEx65W42Gvj0snS2lTSwr9w+ZPvOQ4fo3L8f2/XXj6qPu2cx0xBJxLyRMmOVDdIXufG5HKg7MCrZNkebti4n20sbRtVqHy4XzkmkrrWbPX6cj0GhbDNMyYfQ6LEZTzMpmPTKHeCmxdOJtJh4cNPQKQns69YhQkKIvmJ0fdyh8+aB0Tika6bIXkSiNZFoy/hdmDnxOdi77JS3lo+bDIGytbiebpebldn+ueTGgpWzEjEZBG8erB79wbrboHyHTjmgOYXTQrlHhpq5+ZxUXv2okuMNAy+ld3d00PTSy0RecglGm21UZTKEhRGanT2kci9sLBzzxUv9yYmbvGX33ilQIZCL0mLGW5QeosPMLE6P5c1DY6Dcj20Dt0P72zWnMKRyF0JECyFeFUK8IYR4XgjhM+G5EOJhIcRWIcT3gi/m0Ny+LB2jQfDwICkJml9/HXdLC7brR2citT/W/Dw69+5Duk5dSAPgcrsobSodN3+7l6yYLCxGy6Tzu3tDIJdlnRoCOd6snpPEkepWjta3je5AZZvBYILUpaM7jmbS4Y/lfgvwgJTyYqAKuLR/AyHEtYBRSrkUyBBCjHnoR3J0KFfmTeXpD4/T2Oa7zJ193XpCZswg7Oyzx0Qma14e7vZ2uop8T/aeaD1Bp6tz3JW72WBmTuwcDtQdGFc5hktxbSsn7B0Tyt/uZfUcFSnz5qHhZQcdNqWbYOoiCAl+SK9mcjOkcpdS/lVKucHzbwLg62xdCTzjef8GcF7/BkKIO4QQO4QQO2prawMUd3DuWJ5Bh8PFY9uOnrKvq6SEjp07sV2/dswWC/VUZtq7x+f+Qvv4Rsr0Jic+h4P1B3G6neMtit9sLFDn0UTyt3tJjQsjOylydP3unU1QsVv72zU+8dvnLoRYCsRIKbf52B0OnPC8bwBOCfCVUj4kpVwkpVyUkDA6llZ2ciQrsxP499YyOh19XSH2devBZCL66qtHZWxfmFNTMdpsAyYR85a4G89IGS+58bl0ujp7kphNBt4pqGFmYsSgsefjyeq5iWwva6DJR3qDoHB0K0i39rdrfOKXchdCxAJ/Aj49QJNWwHuFRfjb72hwx/IM6lq7eW7XiZ5t7u5uml54gcgLLsAUHz9msgy1mKnIXsTUiKmEmcc3PhsmX9m9ti4nH5Y2+r1wbaxoqGzjX/duof5EK6vnJOFySzYeGSXXTNlmMFpg2uLR6V8zqfFnQjUEWAd8W0p5qr9DsZOTrpg8oCwo0gXA0ow4cqdG84/NJT2LSFrffhtXY+OYTaT2xrogn+7iYlzNp5YFLLIXjXmBjoGYHjmdqJCoSRMx8743BHLWxPK3F3xQRVtTNwXbqsibZiM+wsKG0XLNlL4L0xeDOTi1CDSnF/5Y2J8BFgLfFUJsFEL8UAjxs35tXgBuE0I8ANwAvBJcMf3Hm5KgpK6NDZ5QNPsz6zClTCH83LFfwXeyMtO+PtsdLgdlTWXjHgbpRQhBbnzupFHuGwtqCA8xsiht4iTKklJSvEtZ6cW7axACVs9J5N2CWrqd7uAO1t4AVfshfUVw+9WcNvgzofo3KWWMlHKl5+/HUsrv9WvTjJpU3QasklI2jY64/nFZTjLTYqz8fVMJ3eXltL3/PrbrrkMYxz5cLjQ3F4Q4xTVztPkoTumcEP52LznxORTZiyZ82b2eLJBZ8cNO9TyaNFS00VTTQVJ6FM11ndQdV66ZFs8q2qBStgWQ2t+uGZCgXRlSykYp5TNSyqpg9RkoJqOBz5yXzo6jjRx+5HEwGLBde+24yGKMiMCSlXWKcvemHZgobhlQyt0lXRxuODzeogxKUY0KgVw1waJkinfVgIBVt81GCGW9L8uKJ9RsCP6CprLNYA6DlIXB7Vdz2jBxzJ4gc8Oi6cRYDHS9+F/Czz8P85Qp4yaLNT+fjr17ke6Tj+aF9kKMwkhadNq4ydWf3mX3JjInQyAnlr+9eHctKVk24lIiSJllo2R3LdYQI+dlJbDhYHVwc/eUblILl0w+1xRqNKevcg+3mPhaVB0RrY10XXzFuMpizc/D3dxMd1lZz7ZiezGpUalYjJbxE6wf8dZ4poRPmfjK/UgNs5IiSJlAIZD26nYaKtrIWKBuOJkLEmmsUtsumpvICXsHh6tagjNYaw3UHtYuGc2gnLbKHWDZ4fdotETyLzl1XOU4mSHypGvGW31popETnzOhwyFbe7JATjCXzG41kZrpUe4Z+Qk92y+YnYQQBG9Bk7eknl68pBmE01a5O6qr6X5vM+VLLmDdnirqWrvGTZaQjAwMkZE96X87nZ0caz42YZV7eWs5jZ2D56EfL94vqsPhkhPPJbOrlqT0KCJiVFhiuM1CckY0xbtrSYi0kD/dFjy/e9lmsERBcl5w+tOclpy2yr3p+efB7WbhnZ+i2+nmP++XjZsswmDAOn9+z6RqSVMJEjkhlXtufC6gyu5NRDYeqVUhkDMmTghkc10HtcdaelwyXjIXJlBf3kpTbTur5ySxt7yJ6ubOkQ9YuglmLAPjpC6kphllTkvlLt1u7OufJWzJErLyZ7N6ThL/2XaU9u7xy5tizcujq7AQV2tbT6TMRIlx783cuLkIxIR0zUgpedeTBXIihUCW7FETvJkL+rqKelwzu2q5yFNy762RJhJrOgENJdrfrhmSiXOFBJH2bdtwlJf31Ej9/IoM7O0O1u8cv2IU1gX54HbTuf8jiuxFmA1mUiNTx02egQg3h5Npy5yQk6qFNd4skBPM376rlvjpEUQn9J3gjYq3kpAaSfFuVQYwNTZs5K6Zss3qVfvbNUNwWir3xnXrMEZHE3nRagAWzYhhQaqNf2wuxTVWdS37Yc1V7o6OPXspaiwiIzoDk2FiPlbPi5vH/rr9foXuSSn57+93s/3lgfPoB4uxKIQ9XNrsXVSVNPVMpPYnc2ECNWXNtDZ2sXpOEluK6kb2BFm6CayxkDgv8D40ZwSnnXJ3NjTQ8uZbRF99FQaLCjMUQvD55Rkca2jntf3js8bKaLMRkp5Ox969FNmLJtTK1P7kxufS0NlARVvFkG1rj7VQfriRj94pxxXsJfb92FhQS3ZS5IQKgfS6ZDIW+H6a8LpqSnbXsnpuIt1ON5sL6wIbTEql3NPOA8Npd+lqgsxpd4Y0/fdFcDh6XDJeLpqbTFpcGA9tKh63QtDW/Hza9+ymsrWCmTETZ2Vqf3IS/F/MVLBN3Sw72xwc3V8/ajK1djn5sGxiFcIGFeoYkxxG7BTfxTJsSWHEpoRTvLuGs9NiiQo1BR4S2VgGTce1S0bjF6eVcpdSYl+3Dmt+PpaZfZWn0SD47PkZ7C1v4oNg5/nwE2teHu5GO0n2iVGgYyBm2WYRYggZUrm7XG6OfFhNSkQToSGSgg9G76noPU8I5IoJpNw7WrqpOGInc+HgcwCZCxOpLG6iu9XBqtmJvH24JjD3oPa3a4bBaaXcO3btorukBNv11/vcv/asacSFh/DQppIxlkxhzVdxyTNPTMwwSC9mo5nZcbOHjJg5dqCBzlYH8VufIOH4e5Ttq6OzbXQKU2wsqCXCYppQIZAle2qRUvnVByNzQQJIKN1bx+o5SdS3dbPneADrCEo3QUQSxM8KUGLNmcRppdzt69ZjCA8n6rJTyrwCEGo28omlabx9uIbC6iAtBR8GlpkzcVpMzK00khKRMubjD4ecOFV2z+X2XdwboGBbJRajk9jGQySXv4fbJSnaEfzc5SoEsoZlWXETKwRydy1RCVbipkYM2i42JRxbUhjFu2pYkZ2AySDYcHCYIZFSQulmSDsfxqhMpGZyM3GulBHiam6m+bXXiFqzBkPYwJWNbls6g1CzYVysd2E0UpEaztwqEwYxsb/6nPgcOpwdlDT5/p462xyU7qsjqW4nkUuXMO2Scwhvq+DQpoHquQROYU0rFU2dEyoEsrPNQfnhRjIXJAxZk1cIQcaCBE4csRPihCUZccMPiawrhNYqHd+u8ZuJrWGGQdPLLyM7Owd0yXiJDQ/h+rOm88KeE9QEY7XgMDmY7CC5shN3R8eYjz0cvCtVB/K7F+2swe2UJBW/Q/S115Dwlf/HlPpd1Jzowl4d3Hzw7xyeeCGQZR/V4XbLUxYuDUTmggSkW1Kyt5bVcxIpqmmltK5tGAPqfDKa4XFaKHc1kboey5w5hM6bO2T7z56fjsst+ecYpyRo7Gxkb1InBpek88DEXN7vJTUqlciQyAH97gXbqog0tBBlaCJy9WrMiYnMWT0LpJv9/90TVFk2FtQyOzmSKdETJwSyeFctETEWEtMi/WqfkBpJZFwoJbtruXCOd7XqMKz30k0QNQ1i0gMRV3MGcloo984DB+k6dAjb9WuHfEQGmBEXzqU5yTy27SitXWOXkqDIXkRhipJvoKLZEwWDMPQsZuqPvaadqpImkko3Yltzec96gmmfv424thKO7KjF7QpOzHtrl5MdRxsmVJRMd6eT4wcbyPDDJePF65o5fqiBRGsIs5Mj/a+t6narykvpy7W/XeM3fil3IUSSEGLzIPtNQohjnhqrG4UQucETcWjs69YhQkOJXrPG72PuWJ5JS6eTp7YfG0XJ+lJkL6I5XGCYmtIn/e9EJTc+l8LGQjqdfd1XRz6oAiSJFduIvuZkhStDeDizFifRYYik+Ok3gyKDNwRy5ayJ428/ur8el9Ptt0vGS+aCRNwuSdm+Oi6am8SOo400tnUPfWDNQWiv1/52zbAYUrkLIWKAfwO+V2ko5gNP9qqzOmZZp9xtbTS//DJRl1yCMSrK7+Pyp9tYnB7LI1tKcQTJyhyKosYiIkMiiVi4kI49e8ZtMZW/5MTn4JTOPmX3pFTx7HGOE0SnJhCa03cZfM5nLsXo7ubAKweQ3X4oriHYWFCjQiDTYkbcV7Ao3lWLNSqE5MzoYR2XnB5FeHSIWq06JwmXW7LxiB9RM9749jSt3DX+44/l7gJuBJoHabMEWCOE2C6EeFgIMWZJU5pfex13Wxu2GwafSPXF55dnUNHUySv7KkdBslMpshcx0zYTa14+ztpanJVjM26g+JpUrSxuormuk8Sit4i+7tpT3BIh4RbSMkKoss6i9olnRjS+txD2eVnxmI0Tw4Po7HZx9EA9GfkJGAzDc5EIgyAjP4FjB+qZHR9BYqSFN/0JiSzdpHzttukBSq05ExnyipFSNkspm4Zo9iGwWkq5GDADH+vfQAhxhxBihxBiR21tbWDS+sC+bh0hmZlYFw6/UPCq7ESyEiN4cFPJqFvRUkoK7YVk2bJOVmaa4H73hLAEEsMS+0yqFmyrwihcJDTuJ/rKK30eN++qfFwmK4ef2oSrJfD1BEeqW6ls6vQ7SmZPzR66XKNblOXYwQacXa4BE4UNRcbCRJwON8cPNnDhnCTePVJLl3PgtQS4XVD2nnbJaIZNsMyhfVJKrxm6AzglcYqU8iEp5SIp5aKEhOBMjnUVFtKxZw+2tf5NpPbHYBB87vx0DlU2s6UowGROflLbUUtLdwtZMVmEzs5GWCw9lZkmMrnxuT2FO5zdLop2VpPYsA/b8qWYYn2vFp2WHUN4hIGKyFzqH/p7wGN7s0D6M5n6fOHz3Pbqbfx+5+8DHs8finfXYAk3kTLLFtDxKVnRhEaYKdldw0VzE2ntcvJBySDpMKr2QVcTpK8ITGDNGUuwlPujQog8IYQRuBoYE5PUvn49mM1EX+XbgvSHqxdMJSHSMuqLmooaPQU6bFkIs5nQnJxJMamaE5/D0eajNHU1Ubqvju4OF0lHN2O79roBjxEGQfZ506mPm0vlk8/jqBg6u6Qv3imo8SsEcl/tPn667aeYhIkXil6gzTGM+PFh4HK6KdtXT3peAsYA3UQGo4GMvHjKPqpncWosVrNx8AVN3nqpaecFNJ7mzGXYZ6gQYq4Q4mf9Nv8EeBTYA2yVUgYnVGIQ3F1dNL3wXyJXXzigBekPFpORT52bxubCOg5WDDatMDIK7YUAPal+rXl5dB48iDsIk46jSU/ZvboDFHxQRSjtxJsaiFg+uJsg+5xkQFAdt4DaP/xh2OO2dDrYUdY45KrU2vZavvbO10gMS+QPF/yBVkcrLxa/OOzx/KH8cCPdHc6AXTJeMhcm4uhyUVvUxPkz43nzYPXAbsHSzRCfDZHJIxpTc+bht3KXUq70vB6UUn6v3779Usr5UspcKeV3gyyjT1o2vImrqYmYIVak+sOt58wgLMTI3zePnvVeZC8iLjSO2FB1I7Lm5yEdDroOHRq1MYPB3Di1KGzfsYMcO1BP0vH3sF15BcI0+Jx57JRwEmdEUpN9MU0vvkTnwYPDGve9onqc7sELYXe7uvnaxq/R4mjhjxf8keXTlpMbn8sTh57ALYMfAVW8q4aQUCPTZ48sednU7BgsYSZKdtWwem4SFU2dHKz0YVi4HHD0fe1v1wTExAhBCAD7+vWYp00jbMmSEfcVHWbmprNTeWlvBRX20UkLUNRY1KdmqjUvH2DC+90jQyJJj06nYm8r0g3JlduwXXuNX8dmL5lCU3cY7UmzqP71r4c1af3ukRoiLSbOmuE7BFJKyS8++AV7a/fys2U/Y1aMypR485ybKWsu4/2K9/0eyx/cLjele+tImx+P0Tyyy8ZoMpA2P57SfXWsyIpHCHxHzVTsBkebTjmgCYhJqdy7jx2jfds2bGuvQwSpIs2nz0tDAo9sCX65OLd0U9xUzEzbyXlmc1IipilTJnzEDCjXTEhRPFHdVcTNTMSS5V+64plnJ2IwCOwX3E771m20bR5wHVwfpJS8c7iW82YOHAL5TMEzPFv4LJ/L/RwXp13cs/2SGZcQb43n8UOP+zWWv5wotNPZ5hj2wqWByFyQQFe7k64T7SxMjfHtdy99V73O0P52zfCZlMrdvm49GAx9VkeOlGkxYayZP4Untx+jqSO4OckrWivocHacUlrPmp83KSZVZ5NHTGuKmkgdxndujQhhRm4cx1pjMc6YQc2vf410Dp3uoaC6harmgUMgd1bv5P7t93P+1PP5Uv6X+uwzG83ckH0DW05soaypzG9Zh6JkVy2mEAPT5wUnn/z0ubGYLUaKPQuaPjrRRGVTv6fG0s2QlAvhcUEZU3NmMemUu3Q4sD//PBErVmBOCu6S9M+dn0Fbt4snPghuSoIi+8lImd5Y8/JwVFTgqBlmbu8xJqpsOlK6SLTvJeryU5YwDEr2kmTamx24b/k6XYVF2J9/fshjNhaodRArfKQcqGqr4u6NdzMtchr3L78fo8F4SpvrZ12PyWDiycNPDkvWgZBuScmeWmbkxGEOOXW8QDCZjczIjaN0by2rZ6ub2FuHep0Hzi44/oH2t2sCZtIp99Z338VVVzdkat9AyJkazbKsOP75XungC0uGyWDKHSb2Yia3W9Kwz0lM4wHq8+MwRvqXBdFLWk48ljATxxwpWBcsoO6Pf8LdNnio4kZPCGRydGif7Z3OTu565y66XF38YdUfiArxnW4i3hrPZWmX8ULRC7R2tw5LXl9UljTR3twdNJeMl8wFiXS0OLA2OUmLC+vrmin/EJyd2t+uCZhJp9wb163DlJg4ZCheoNyxPJOali5e3BNYbLYvChsLmRI+hYiQvhV7QufNQ5jNdE5g5X7icCPtzQ6mVW5nS17IsI83mg1kLUqidE8ttrvuwVlbS/0//zVge28I5KrZfRWplJIfb/0xB+sPct9595Fhyxh03Fvm3EK7s50Xil4Ytsz9KdlVi9FkYEZucN0jqfNiMZoNlOxW5ffeL6qnzZultHQTCAPMODeoY2rOHCaVcndUVtK2eQvR114zZCheoCyfGc/s5Ej+vjl4KQmK7cU+a6YaQkKwzJ1D+wSOmDn8QSVm2YVVlvBaXPmgZfcGYvaSZJwON5XuZCIvuYT6Rx7BOUAKiveK6lQI5Ky+/vbHDj3GyyUv86X8L7EqddWQY86Ln0d+Qj5PHB5ZWKSUkuI9NUyfG0tIaHDPuZBQE6lzYynZXcOFcxLpdrnZXOj5Xko3w5R8CB1ecjKNxsukUu7tu3aB0Yht7dpRG0MIwR3LMzhS3drj+x0JTreTkqaSAQtiW/Py6Nx/AOkYncLSI6G700nJrhoSKj+k++KzaXW2U9ZcNux+ktKjiE6wUrCtisS7v4Z0OKj90599tt1YUEukxcTCXiGQ2yq38dsdv+XC1Au5Y/4dfo97y5xbON5ynC0ntgxbZi81R1tobega8cKlgchcmEhbUzfT3UairWZVW7W7XblltL9dMwImlXKPvvxyZm3eRMi0aaM6zhV5KUyJDuXBTcUj7utYyzEcbkefGPfehOXnIzs76TxyZMRjBZuS3bU4HZIpVduYsvbjwMBl9wZDCEH2kmROHLHTGZFIzE03YV+/nq6ioj7terJA9gqBLG8p55537yE9Op2fn/fzYdWevXDGhSRaE0cUFlmyuwaDQZA2Pz7gPgYjLTcOg1FwdG8dF8xO5O3D1biObgO3Q/vbNSNiUil3AKPNNupjmI0GPr0snW0lDewrt4+or945ZXzRM6k6AV0zh7dVYnU0kjw3ifQ5Swg3hw9Ydm8oVDoCOPJBNfFfvBNDWBg1v/5N3/GqVAjkKk/KgXZHO3e9cxdu6eYPq/5AuHmwkgKnYjaYuXH2jbxf8T4l9uGvPpZSUryrlqmzYwgNNw/7eH+whJmZNjuW4t21XDg7kcZ2BzX73gCDCaaPfIGe5sxl0in3seKmxdOJtJh4cIQJxYrsRQgEGdG+JwBNKSkYE+InXMRMS0MnJwrsJJe/R8y112AQBnLicgKy3AGi4q2kzLRR8EEVRpuN+C98ntZ336Vt2wc9bXpCILMTkFLy/fe+T5G9iF8v/zWpUakBjbt21lpCDCE8cfiJYR9bf6KNptqOUXPJeMlcmEBLfSc5YVbMRoG7ZBNMXQSWiKEP1mgGQCv3AYgMNXPzOam8+lElx+rbA+6nyF5EalQqoaZQn/uFEITl50845X5kexUAU1oOEHnRRYDKEFnQWEC3K7BkZ9lLkrFXt1NT1kLMbbdhSplCza9+hXSrCc+NBTXMmRJFUlQoD+9/mDeOvsFdC+9i2dRlAX+O2NBYLku/jBeLX6S5e3iJ4Yp31yAEpOeNrnJPz4tHGARVBxpYmRZKctsh7W/XjJgxq5g0Gbl9WTqPvFfKw1tK+PFVOQH1UWQvIjM6c9A21rw8Wja8ibOhYUQZLoOFlJKC9yuIbi4h+cJzMFhVyt2c+BycbicFDQXkJgy/TG7mwkQ2PXWEgm2VJH08m8SvfpWKb95L8yuvIC66lJ1HG/nc8gw2l2/mj7v+yGVpl3H7vNtH/HlumXML/y3+L88XPs8n533S7+NKdteSMtNGWNTwQ0CHgzUihKmzbBTvruXGheUYT7ipiFlEyqiOembjcDgoLy+ns7Nz6MbjQGhoKNOmTcNsDtwdqJX7ICRHh3Jl3lSe2VHOV1fPIiZ8eBd5l6uLY83HuGjGRYO2672YKXLV0GF+o03tsRYaazrJrtyK7Ztf7tmeE69ucB/VfRSQcrdYTWTkxXNkRzXLrp9J1Jo1NPzr39T87ncUp8zH6ZbMmd7FvZvuJTs2mx8v+3FARVj6MyduDgsTF/Lk4Se5dc6tPle19qexqo2GijbOv3HWiMf3h8wFCbz75BGWt5bRJc28ap/OZ8Zk5DOT8vJyIiMjSUtLC8o5FkyklNTX11NeXk56enrA/Wi3zBDcsTyDDoeLx7YdHfaxZU1luKSrT8IwX4Tm5IDROGFcM4e3VWGQTqaFNRLqufEAJIUlkWBNCNjvDjDrnGS62pwc3V+PMBhI/OY3cVZUUvuf/xBpdfKPwh9gMpj4/arfYzUNXqRjONwy5xZOtJ5gU/kmv9oX71L+/4z80XXJeEnPTwABVYXdHDbP5vWC0astoIHOzk7i4uImnGIH5aqNi4sb8VOFVu5DkJ0cycrsBP69tYxOx/AW8HgLdAwUKePFYLUSmp09IZKIuZxuCrdVEF+7l4RrPtbn5BdCkBOfE3DEDEDq3FiskWYKtimffviScwhfsYK5bz9PatLTHGs+ym9W/IapEVNH/Fl6c0HqBSSFJfH4Yf/CIot315CcEUVEjCWocgxEeLSFKWnhFNdl0JpyLjuONtDQNrELuUx2JqJi9xIM2bRy94M7lmdQ19rNc7tODOu4YnsxJoOJGVEzhmxrzc+jc98+pCt4OW0C4diBejo73CTXfEiUjwLYOfE5lDWXDXty0ovBaGDW4mTKPqqjs1Ut3Gr71BewODtYtWUP3zj7GyyesnhEn8EXJoOJm2bfxAeVH/SEpw5EU20HdcdbyQhyLpmhyJzeQL0zjcgZF+GW8M7hiZ1QTjOx0crdD5ZmxJE7NZp/bC7B7fY/JUFRYxFpUWmYjUNPiljz83G3t9NVNPKFUyPh8NZKQpytpObEY048Vbl5/e4H64dXWak32UuScbskhTtUoqxHGg/wdp7gsl2w1hp4ZMxQrJ25FovRMqT1XrJbuWRGOwSyPxkhWwFwdGWQFGUZvLaqZtLzmc98hqVLl/Kzn/WvWhoc9ISqH3hTEnz5yd1sOFTNJfP8q2dZaC/sqUE6FL0XM4Vmj80kXn862xyU7atjauV2Yu662mebeXHzALVSdcmUwBbZxE+LIG5qOAUfVBGW38UbNb8jbmkqFxfUUPu73zPtD78P8BMMji3UxpqMNbxc/DJfXfhVoi2+87YU764hITWSqPjg+fz9IbL6DRIj5lCyN5LVc5J4fvcJOh0uQs3BSTOs8c2PXzoQ9PrJc1Oi+OEV8wbc/9xzz+Fyudi6dSuf/vSnKSwsZObMwefmhotflrsQIkkIMWgZHSHEw0KIrUKI7w3WbrJyWU4y02KsPOTnoqZ2RzsnWk8M6W/3Yk5NxRgTM66TqkU7a3C7IaXjEJErV/psE22JJi0qjY9qA/e7CyHIPmcK1aXN3PviD3C5zJyf9X3iPvMZWl5/nfbduwPueyg+PvvjdLo6ea7wOZ/7Wxs7qS5tJmOMrXZaa6D2EJkzXdQcbWH5tBjau11sK6kfWzk0Y8LGjRu54YYbALj44ovZsiXw/EcDMaTlLoSIAf4NDLj2WwhxLWCUUi4VQjwihJgppSwMopzjjslo4DPnpfPjlw6y82gDZ80YPB692K7cKwPllOmPEAJrXt64KvfD75UT3lbJtNWLECEDh33Oi5/Hh5UfjmiszEXxvPfcEaKPpdLhOpfLL5hD3Mp8Gp9+ippf/ooZTz4xKhNe2bHZnJ18Nk8efpLb5t6GydD3EijZMz4uGcqU7ZSxdBZbd7cS1+AiLMTIm4eqWZk9tr7/M43BLOzRoq2tjalTVdBAbGwsu3btCvoY/ljuLuBGYLDnlpXAM573bwCnFH0UQtwhhNghhNhRO0C614nODYumE201+2W9D1SgYzCs+Xl0FxfjamoKWMZAsde0U320jeSqbdiuG7yUXm58LjUdNVS3Be4TfqT0IY5HFzC3dgVh7iwWptowhIeT8JWv0LFnDy1vbAi476G4ZfYtVLZV8u7xd0/ZV7yrltiUcGKSh5fHZsSUbgZLFLZ5C4mbGsGxfXUsn5nAmwdrgpZ6WjNxiIiIoKNDlVVsbW3F7Q48LfVADKncpZTNUsqhtE044A0laQCSfPTzkJRykZRyUULCGFtFQSLcYuK2JTN442A1JbWDV/gpshdhMVqYFuF/Bssev/u+wF0egVLwQRVIyQxbM6HZ2YO29U6q7q8PLN79tbLXeHj/w8TMNxDaFcKliTGYPFkgbddei2VmFjUP/BbZPTqhgCumryAlPOWUidX25m4qi+xj75IBVZxjxrlgNJG5MIHKkiZWpcVR1dzJgSD7gzXjz1lnndXjitm7dy9paWlBHyNY0TKtgHf2KSKI/U44PnluGmajgX9sKR20XZG9iIzoDL9WQ3oJzc0FIcbcNSPdksObjxPTeJikqy8esv3s2NmYhCmgxUwFDQX84L0fsCBxAZecu5ZuJLO7Tp4uwmgk8Z57cBw9RuPTzwzSU+B4wyI/rPqQgoaCnu2le2uRkqCX0xuSphPQUNyT4jdjQQJImNEOBgEbDuqomdONq6++mkcffZS7776bZ555hssvvzzoYwRLCe/kpCsmDygLUr8TjoRIC9ctnMb6HeUU1bQM2K6osYiZMcOb/TZGRGCZOXPM0/9WFjfR2uxiSt0Oov04ySxGC7NiZw17MVNjZyN3vXMXkSGRPLDyAbYebaIgxIXzaBuO7pPx/eHLlxO2dAl1f/kLrubRsVqvnXktVpO1T7bI4t21RCdYiZs6xi4Zj7+dNJUsLHZKOLakMKoONnLWjBgdEnkaEhUVxcaNG1myZAnvvPMO0dHBr7g1bOUuhJgrhOgfmPkCcJsQ4gHgBuCVIMg2YfnaRTMJsxj5+rp9OF2n+sqaupqo6agZlr/dizUvj459+3oyJY4Fh98/gdHVRUZevN/58nPicjhYd9DvEnZOt5NvvPsNattr+cOqPxBvjWfj4Vraplhwdrko3XtyHkYIQdI3voGrqYn6v/89kI80JNGWaNZkrOGVkldo7Gyks83BicONZC5MHPuVi6WbwRoDScrdJYQgc2ECFYV2LsyI50BFMxX2jrGVSTPqxMTEcMMNN5Cc7F9o9XDxW7lLKVd6Xg9KKb/Xb18zalJ1G7DKDx/9pCYxMpSfXJXD3uN2/r75VPeMN1Im0zZ4NkhfWPPzcDc3011WNlIx/cLZ7aLowyoSancTd+1Vfh+XE59Di6OFo83+5dz57Y7f8kHVB/xg6Q/Iic+hqcPBzmONzF+QSESMpScdgZfQuXOJvvIKGv79HxwVwStW3pubZ99Ml6uLZwufpXRvHW63JHPhOPnb084Dw8nLMXNBItItmeNWC+De0ta7ZpgEzTcupWyUUj4jpawauvXk54r5U7h0XjK/23CEI9V93TPeSJmhEob5wpqfD0DH7j0jFdEvSvfV4XAKpnYXEn7uUr+P8y7O8sfv/mLxizx26DFunXMrV2WpG8h7RXW43JKVs5PIPieZ4wcbaGvq6nNcwl13AVD7hz/4LddwyIrJ4pwp5/DU4aco2lVNZGwoCamRozLWgDSWQdMxSF/RZ3P89Aii4kNpLmwmIz6cDYd0KgLN8DhtJz5HGyEEP7smh4hQE/es29vHPVPYWEi4OZzk8OE/boWkp2OIjByzSdXDm45i6Wwg/aI8hNH/yd/06HTCTGFD+t0P1B3gx+//mMXJi7l70d092zcW1BAVamLBdBvZS5KREo5s72udmlNSiP3kJ2n674t0HDgwvA/mJ7fMvoWGZjvHD9WTsSBhfFwy0ONv9yKEIGNBIuWHG1g9M4GtxXW0dE68IuqaiYtW7iMgPsLCT6/KYV95U59yfEX2IrJsWQEpCmEwYJ0/f0yUe3tzN8ePtJBc/SEx114zrGONBiNz4+ZyoG5gpVvXUcdd79xFvDWe36z4DWaDcjF4C2GfPysBk9FATHI4iWlRKhyzH3F3fA5jTAw1v/7NqMR7L5+2nPyO85EuMfYLl0C5ZMITIeHU8NPMBQm4XZJ8owWHS7K5sG7s5dNMWrRyHyGXz5/C5blT+P2bRzhc1YyUske5B4o1P5+uwkJcrW1BlPRUjmyvQiKYEd9GyIyhM1f2Jzc+l0MNh3C4TrUoHS4HX9/4dZq6mvjDBX8gJjSmZ9/BymZqWrpYOeukMp29JJn68lbqyvu6uIyRkcR/8Yu0b9tG2yb/crEPB6PByDkdF9JmbqIhenhZP0eMlCpSJv188GEIJKVFEW6zII+1ERNm5k0dEnnaUV1dzfnnj05JRZ04LAj85Kp5bCup5551e/nH7bOxd9lHqNzzwO2mc/9HhC8JLDmXPxx6p5TI5qNMv+6CgI7Pic/B4XZwZPN9zKs7CkilsJD8susou1x1/MqcxuwNP++1D6y1rTxkbmHFoXg4ouyLLIeFLeJWCv75d+LT3/eMoI6JcblpiDFT/d2vEP7ZGR49eLI/1VSC0QQr7lWLgfzE0e1CHo/gePx7PFmwk58ljE6GPp/UF0FL5SkuGS/CIMhYkMDBLRVcsDSBtwpqcLrcPQu+NEHi1W9BVZAXDibnwmX3D9qksbGRT37yk7S1jY4Rp8+SIBAXYeFnV+ew/0Qzv3tXWZf+5pTxhXX+fIBRLd5Rf6KVhnoXUxp3E3XpJQH14Z1U/Wjng3BsG1Tsgap9rK/fy9OuOm7vMnJZQzXUHYG6ImgogYYSjE1lZIXUY2mtgOZyaD6BtaOEGVFHOFKdibutHtrrob0BOu0IRwuJ50fSXdeNfVcdODvB2Q1uJ7hdIN2AhNoCeOoWsB/z+zMcO1CPq9vN1PmR/K/0f9R3jGGirlLPk4hn8ZIvMhck4HK4WRIahr3dwc6jjWMknGa0MRqNPP3000RFRY1K/9pyDxKX5U7hirwU/ntwHebE4eWU6Y8xOpqQjIxRXcx0eMtxhNtFVl4shvDAFu0kN5YT63KxP34G3LYZDEb21Ozh56/fzrLkZdx14V+g3wrdpg4HF/x0A3euyOSeS/r6mWfvrqX0wY84ft56ZsyL67MvUkqs5bdSu/sY0fc971vm+mJ4aCU8fRt8+nUwhw75GYp31RIabuaS5Zfz+Mt/59nCZ7lj/h3D/i4ConQTRE2F2IwBm0zJsmGNNBNW202I0cCbh6o5JyNuwPaaABjCwh4tRkupe9GWexD5yZXzsITVYnBHEGWOGfqAQfBmiByNSUS3W1Lw/gniGg6QtHZNYJ201iCe+QS5LiP7o+LAYKS6rZqvbfwaU8Kn8Mvlv/SZemFLoScEMvvUycsZOXFYwkynxLyDih5J/MY9uGrrqP/nv3zLFJcJ1zwIlXvgla/3ddv4wOVwc/SjOtLz48mKy+TclHN5+vDTONxjEJXidkPZFmW1DzLxbjAI0vMTKD/YwLnpsWw4WK0TiWn8Qiv3IBITHsL0pGa6OxL568aRVVSy5uXhamzEcfx4kKQ7SfnhBjq6DEx1FWM966zhd+BywrrboaOBnDlrKWk+SkNnA1/b+DXaHe38cdUfByyE4Q2BzJ9uO2Wf0Wxg5qIkSvbU0t3hPGV/2IIFRF56KfUPP4yjZoC479kfg+XfgD2Pwc5/Dvoxjh9uoLvT1ZNL5pY5t1DTUcObR98c/PMHg9pD0F43oL+9N5kLEnB2uVgeFUlZfTvFtaM70a45PZhcyr21Vk1+OCdm4WApJXXdR0mLzODPbxex/0TgC3WtC/IBRsU1c+itYkyOdmZelBtYXPebP4SjW+CKP5KbvhqJ5AsbvsBHdR/xi/N+MeB8g5SSjUdOhkD6IntJMi6Hm6JdvpV34t1fQzqd1P3pzwPLt/LbkLUa/vdNOD5w3vni3bWEWE1Mm62ess6beh6pkak8fsi/Itojwhvfnj60cp+aHYMlzESCXd3wdK4ZjT9MLuV+dAt88Dd44U71WDvBqGqros3Rxo35ZxMTHsI96/bS7QxMTktWFiIsLOiTqt2dTkoPNpNUu5PYa08tgD0kH62HrX+GxZ+HvBt7yu4dajjEF/K+wIUzLhzw0AMVzdS2dLFqkOITSelRRCdafbpmAEJSU4n5+E3Yn32WrsIB6sEYjHDt3yEqBZ75hKpy1A+Xy03p3lrS5sdhNKnLwCAM3DznZvbW7g0o4+WwKN0EMWlgSx2yqdFoIH1+PFWH7OROidQhkacZGzduHJV+J5dyn3cNrP4R7F8PG74/3tKcQqFdKZv5ibO575pcDle18Oe3AytIJYxGrLm5QV/MVLyzGpc0kJbUiXm4CYuqD8CLX4bUpXCxChm0hdqYFzeP1amruTPvzkEPf/eISg62YtbAi4WEEMxekkxFoZ3met/JsuLvvBNDeDg1v/ntwIOFxcKNj0FHg3Ihufq6eSqO2Olqc56S3veqzKsIM4XxxKEnGDXcLmWoDBIl05/MhYl0dzhZHWdj57FG6lu7hj5Ic0YzuZQ7wLKvKqtx65/h/T+NtzR98OaUybRlsnpuEtcunMpfNhbzUXlg7hlrfj6dBQW4O4KXEfDghiNY22tIv8Z/xQJAh12FGVqi4Pp/gelkGb7HPvYYD6x8AIMY/HTaWFBDztQoEiItg7abtVjddI584NtCNcXEEP+Fz9P67ru0bds2cEdT5sMVf1CK9M0f9tlVvKsGk8VI6ty+5RIjQiK4OutqXi17lbqOUVoRWrUPOpsgzf/fYPqcWMyhRqa1qXnidwomZzUzzdgx+ZS7EHDpfTD3anjje7Bv3XhL1EOxvZjEsMSeycQfrplHfEQIX1+3hy6na4ijT8WalwdOJ51ByqvS0tBJVZWbKU37iLxwGAuX3G547g5oKocb/gORfS1+k8E0pO++qd3BrmN2Vs4auhBGVLyVlJk2Cj6oGjAyJObWWzGnpFD9q18Nnh457yZYfIcyBvY/6/k4kpI9taTlxGEKOTWi5+OzP47T7WTdkVE6t4bhb/diNBtIy43HXthESlSods1ohmTyKXdQPtVrHoQZ5yn/e/E74y0RoBKG9Y5vjw4zc/+18zlS3cof3xq+e8aa51nMFCTXzOFNZYBgZn4MBsvg1nMfNv0KCl9XN9XUcwIae3NRLS63ZNVs//K3ZC9Jxl7dTnWZ72IdBouFhK99la6Dh2h++eXBO7v45zD9HPjv/4Pqg1QV2+locQxYTi8tOo3zpp7HMwXP+EytMGJKN0H8rFNukkORuSCBzlYHlybZ2FRYS6dj+AaD5sxhcip3UAtUbnpcXSRP3wqVY1uarj8ut4uSppJTFi+tmp3I9WdN428bi9l73D6sPk1xcZhTU4MyqSql5PCmY0Tbi5h6w8f8P7DgNdh4H+TdDGd/NuDxNxbUEm01kz/dv/j/rIWJGM2GASdWAaIuv5zQuXOp+d3vcXd2DtyZKQSu/zdYIuHpWyneXo7RbGBGzsCLgW6dcyt1HXW8fvR1v+T1G5cDjm0dlr/dS+q8OExmAzO7jbR3u9haMoaraTWTjsmr3AGsNrh1vapi89halRt7nChvLafL1eVzZer31swlMTKUe9btHba1Zc3Lo2PPnhEvXKk52kJzu4npHCV07lz/DqovVu6Y5Pmw5oFBF9sMhtstefdILefPjMdo8K+PEKuJjPwECndU43L4drsIg4HEb34TZ2UlDY8+OniHUVPg+n8jG49R8kEpqXNiCAkdeIH20pSlpEWlBX9itWI3dLf6Fd/eH7PFSGpOHJ2lrYSbjdo1M4lpamrisssu4+KLL+aaa66hexSKwU/+9ANRKXDrs/DwxfDotfCZNyA8fszFKGr0FOjwUTc12mrm/uty+dQ/P+T3bxbyrctm+92vNS+P5pdewllZiTklJWD5Dr52CIPbQfbFs/2Lbe9uU09EBoOKOjFbhz5moLErhw6B9EX2kmQKP6zm6P76AV0o4UvOIWLlSuoffAjb2rWYYgZ5MpixlOqzfkPryxEsCduBKvfrG29Y5C8++AX7avcxP2H+sGQfEG8+mQCUOyjXTMnuWi6dr2qr/uzqnLHPQX+a8cvtv+Rww+Gg9jk7djb3Lr53wP2PP/44d999NxdddBF33nknr732GldeGUBo8iBMbsvdS0I23PwMNJ+AJ25QimmM8UbKZET7zhOyMjuRm86ezkObitl1zP/kTz2VmUbgd3c53RTtsxNf/xHx1/iRbkBKFfJYexjWPgIxw08H3JuNBSrOfPkgIZC+mD47BmtUCIe3VQ7aLvGer+Nub6fur38bss+SrmUYhIu0ku9D4YZB216ZeSUR5ojgLmoq26xqpYYHlh8mLTceg0mQ4zZT3dzF/hOjU0BcM7p88Ytf5KKLLgKgtraWxMThGT7+4JflLoR4GJgLvCKlPCUnqhDCBJR4/gC+LKUMcg7NIUg9Rymip2+FdZ+Cm54Ao3nMhi+yFzE1Yiph5rAB23z38jlsOlLLN9bt5ZWvnE+oeejKR6HZsxAWCx179hB12WUByXZ0Xw3dbjMZyV2DW7Zetv1VRZZc+EPIDCwdcG82FtSSOzV6yBDI/hiMBmYtTuKjd8rpbHUQGuH797RkZWG7/noan3ySmJtuxJLpu3atlJLi3bVMmx2LJSQDnv0s3LERYtN9tg83h3N11tU8dfgpvr7o6ySGjfACdHap7JmLPh1wFyFWE9PnxFJX3ooB2HComtxpvlM9aPxjMAt7tNm6dSuNjY0sGYXU3kNa7kKIawGjlHIpkCGE8FUYdD7wpJRypedvbBW7l9mXw+UPQOEb8NJXh0wcFUyK7EVD1kyNDDXzy7XzKa5t44ENR/zqV5jNhObkjGhS9cArBzB3N5N1nR95zks3wxvfh9lr4LyvBTymFxUC2egzUZg/zF6SjNslKdwxuH854f99CUN4OEdv+wTtO3b4bFNX3kpzXSeZZ02BG/8DSJVBsrt9wH5vnn0zLunimYJnApK/D+U7VLriAF0yXjIXJNDW2MXKRJv2u09iGhoa+PKXv8wjjzwyKv3745ZZCXjP7DeA83y0WQKsEUJsF0I87LHk+yCEuEMIsUMIsaO2dhQXYCy6HVZ8SyWOentsCi84XA7Kmsr8yuF+/swEbj4nlb9vLmHn0Qa/+rfm59F58CDuACZdOtsclJ9wM6XlAFHLh1AqTSfUU09cJlz9t4AnUHuzuagWt1RuqUCInxZJ3NQInyX4emNKSCDtyScxRkVx9PZP0/jMqcq4ZHctQkB6XrxKs3vdw1C9H17+2oCGwPSo6ayYtoJ1R9bR7RrhpFfpJhCGYRUT8UX6/ASEQXC2ycLBymZO2IO3yE0zNnR3d3P99ddz3333MSOAKmj+4I9yDwe89ccagCQfbT4EVkspFwNm4JRYOynlQ1LKRVLKRQkJo1yrcuW3YOEnYfNvYPvfR3csoKy5DKd0+p3D/Tsfm0NKtJV71u2jo3vo6BlrXh7S4aDr4MFhy3ZkYzFujMzKtyFMg3jhnF3wzG3q9cbHITQ4uabfOVyLLczsMwukv2QvSaa6tJnGqsHnUiwZ6aQ98zTh55xD1Q9+SNVPfop0nIxTL95VQ8osG9ZIz+ramRepJGP7nhr0PLl5zs00dDbwWtlrAX8GQPnbp+SpKK8REBphZuosG6HVXSDhLZ1IbNLx8MMPs2vXLn7+85+zcuVKnn766aCP4Y9ybwW8oRIRAxyzT0rpnfXaAQzunxhthFDumVmXwf++AQdfHNXhiu0qva+/yj3CYuJXa+dTWtfGb94oGLK9NS8fCGxS9eDbJYS3nmDGTZcO3vDVb8KJnXDN3yBh1rDH8cXJEMgEv0MgfTFrcRJCMKT1DmCMimL6g/9H7O230/jEExz77OdwNjbSUNlGY1X7KblkWP4NmHUpvP5t5Q/3wZIpS8iIzuDxQ48HHpLa3Q7Ht4/YJeMlc2Ei7fVd5EeHsUG7ZiYdd955J42NjWzcuJGNGzdy4403Bn0Mf5T7Tk66YvKAMh9tHhVC5AkhjMDVwPiuKAJVT3PtIzDtbDVxdvT9oY8JkEJ7IUZhJD3a98ScL5ZlxXPrklQeea+UD8sGd8+YkxIxpUwZtnJvrG6jvi2U6cZyQgeYZARg579h57/gvLthzhXDGmMwDlY2U9fatxB2IIRHW5g+N1alI3APrVyF0UjSvd9kyv330bF7N2XX30DBhkMgICO/nywGg1rtbEtVGSRbfBcKuWXOLRysP8je2gBP7eMfgNsB6SsCO74fGfkJIGB5aDjbSupp6RyDAiOaSYU/yv0F4DYhxAPADcABIUR/Z/ZPgEeBPcBWKeUYVDvwg5AwuPlpdeE+eRPUHBqVYYoai0iNSiXEGDJ04158+7I5TLVZ+ca6vbR3n1qcojfWvDzah5nb/eBL+0C6mb16kAep8p3wv3sgYxVc8L1h9T8U3hDIFQFOpvYme0kyrQ1dVBTa/T7GdvXVzHj0P8iuLo5sOExCrCTc5iNix2pTsfxdLfDMJ33WC1iTsYZIc2TgYZGlm8BggtTgREWERYWQkmXD1ujE4ZJsOjJKSc40k5YhlbuUshk1qboNWCWl3Cul/F6/NvullPOllLlSyu+OjqgBEhYLtz0HJis8dp1KfhVkiuxFAdVMDbeY+PXaPMrq2/nVa4O7Z6x5eTgrKnFUD1CBqB/SLTmyq5HYpkKSrxnAJdNaq/zsEcnqKcdHWbyR8E5BLfOnRRMfMbwQSF+k5yVgDjVy2A/XTG+seXnEPvQ4reEpRH/wLHV/+5tv10rSPLjyT3B8m0pI148wcxjXzryWDUc3UNU2PBkA5W+fehZYIoZ/7ABkLEigo7aTGSFmXcBDcwp+LWKSUjZKKZ+RUgZwVk8AbKlqFWtXi1LwHcGrIN/h7OB4y/EhwyAHYmlmHJ9cOoN/vV/GtkFyhYR5FzPt888tcOJQDe3uUDKmdGGM8KFQXE5Yfzu018ONj6qbYBCxt3ez+1jjiF0yXswhRrIWJlK8swaHH5PQvTl6TKUvyMiPp/YPf+TE3XfjbvcR/pi7FpZ8CbY/CHtPneD6+JyPI5HDD4vsaoETu4Lmb/eS6Vm1uzoiircP1+B0TbwCNprx4/RYoeoPyTkq0VhDCTx5MziCEz5W2lSKRJJpG8SnPQT3Xjab1Ngwvrl+34DuGcvcuQiz2e+yewde2IvR2Un2tQO4Ad76kbIm1/wOUvIDknswNhfW4ZawIsAQSF9kn5OMo8tF6Z7hhdIW764lcUYkWb/+MYnfuIeW116n7JZbcVRUnNr4oh/DjGXw0l1Q1Xe5xtSIqayctpJ1R9bR6RwkUVl/jm4F6QooWdhgRMSEkpQexZQWN00dDnYcDZ7Rohl9Ghoa2LBhA3V1o+NSO3OUO6iL65oHVVa+Zz+rKuKMEG/aAX9i3AciLMTEb67P43hjO7981XeOC0NICJa5c/yaVHV2uyg75iapvYDoZYtPbbD/OVXo5OzPQf7NAcs9GBsLRh4C2Z+UmTYiYi2DZorsT0tDJzVlzWQsSEAIQdxnPsP0//sbjuPHKV17Pe07d/Y9wGhWxUisNlWcpL3vZPctc27B3mXn1dJX/Re89F0whsB0H7/FCMlYkEBXbSdxGPSCpklEY2Mja9asYfv27axatYrRWPsz+ROHDZeca1VNzdfuVeF/H/vNiBbrFDUWYTaYSY0cuhbmYCxOj+VT56bxz/fKuCQnmXMzT01+FpafT+PTzyAdDoR54NQKRRuP4BQhzMyzIQz97t/VB1Ve8+nnwCW/GJHMA6FCIGtYPsIQyP4IgyD7nGR2vXaUtqYuwqOH9uWX7FYXTe8QyIgVK0h75mnK7/wiRz91O8k/+D4x119/8qCIRLjhUfjnZSor5s3PqKga4Ozks8myZfHE4Se4Outq/5J2lW1W3/cIkq8NROaCRLY+V8zqqEg2HKrmu5fP0YnEhknVL35B16HgJg6zzJlN8ne+M+D+ffv28cADD7BkyRIaGxvZtWsXl1xySVBlOLMsdy9LvgDL7oIP/6EWOo2AQnshGdEZmAwjv09+85LZpMUp90xb16nuGWteHrKzk86CwVMXHNxQiKWzgVm3XNR3R4dd5d6xRKj85qbhRff4y4GKZupauwNOOTAY2eckIyUc2e6flVq8u4a4qeHYkvrm/LFkZKgFT4sXU/X9H1D1s5/3WfDE9LPhsl9C0QZ49/6ezd6wyMMNh9lVs2toAdoboHJf0P3tXqITrMRPjyC9Q3C0vp3i2tZRGUcTXFasWMGSJUvYtGkT27dvZ+nSpUEf48yz3L1c+CNoqVYpCiKnwIJbA+qmyF7EWUlnBUUka4iR31yfx/UPbuW+Vw/xs6tz++7PUylqO/buwZozz2cfbY0dVDWHkWkqJWTatJM73G54/gtgPwqffFnlNx8lAs0C6Q8xyeEkpUdRsK2KBRcN/rTU1tRFZXETZ1/ue/2BMTqa6Q/+HzW/+S0N//oXXUVFTP3dAyeTqy36tFrY9e4vIWUBZKvEbZdnXM7vd/2exw89PvRvf/R9QAbd396bzAUJfPBiKRFRsOFgDVmJkaM21unIYBb2aCKl5OmnnyYmJgbzIE/igXJmWu6gHrOv+rPKevjiV+DI8CvutHa3UtVWFVAY5EAsSovlM8vSeWzbMbYU9p1oMaWkYEpIGNTvfuC5nUhhYM4F/WTa/Bs48ipcch/MCL6V0JuNR2rJC1IIpC+yz0mm/kQrdeUtg7Yr3VsH8mRUiS+EyUTSt+5lyn330bFzJ2U33EhXoackohBw+W9VyoDnPq+KlwBWk5XrZl7HW8feorJ18HTElG0Gc5gKgxwlMjwupxVhETokchIhhOAvf/kL8+fP58UXg7+K/sxV7qAmz274DyTnqoRZ5b6zCQ5Ez2RqEJU7wD2XZJMRH869z+7rs/JQCIE1P2/QDJFHdtYR1Xacadde2GvjG/DOL2D+TbD4c0GVtT/eEMhgRsn0Z+aiJAxGweEhJlaLd9VgSwojNiV8yD5t16gFT+7ODspuvImWt99WO8xW5X83GJRLy1Mr4KbsmwB4quCpwTsu3aQWLo2SCwwgdko4MclhzHaZ2HWskbrWrlEbSxMcfvnLX/Kf//wHALvdjs1mC/oYZ7ZyB1VX85Z1EJEEj18PdUV+Hzpayj3UbOTX1+dR2dTBL/7Xd6LHmpeH49gxnA2npiyoKaimyR1FenIXhtBQtbGhBJ77rAoFXfO7oGR6HIxNnhDI0fC3ewmNMJOWG8+R7dW4B4jt7mx1cOKIvSdKxh+s+fmkr19PSEYG5V/6f9T934NqwVPMDLXIq/awKmIiJVMipnBh6oU8W/gsHc4Bwmpba6Hm4Kj523uTuTARQ10XoS54+7B/C90048cdd9zBo48+yvLly3G5XFx88cVBH0Mrd1DREbc+q9KxPnaN8sX7QZG9CKvJSkpE4OXvBuKsGTF87vwMntx+jE1HToZJDVaZaf+zHyLcLuat9YTcdbfBU7cCQi2vDxm4kEiw2FhQQ0yYmbxptlEdJ3tJMh3N3Rw/5Du2u3RfLdItB3XJ+MKclMSMxx4l6vLLqf3976n4+tdxd3Qo990F31NFTLb9FVC53pu6mvhfyf98d1a2Wb0GKZ/MYGQsSAAJi0yhOiRyEhATE8OGDRvYtGkTf/3rX0clwmlSKfdOZycNnf7lQB82cZnKgm+rh8evg86hy5cVNaq0AwYxOl/j1y6aRWZCON96dh/NHvdM6Lx5YDSe4ppxuyUlZZKErlJsi/NUfvKX7lKW49qHISZtVGTsL8OmI7UsnxXcEEhfzMiJwxJuomCAEnzFu2uJjAslIXX4k4uG0FBSfv0rEu/5Os2vvsbRW27FUVmpEqvNXqOKmZRu5qyks8iOyebxwwNkiyzbDCGRymc/ysRPiyAqwcoCg4XNhXXDLsSuOf2YVMr9vYr3WPH0Cm546QZ+v/P3fFj1IQ5XELPhTV2ofPA1h5R/1UcCqd4U2YtGtDJ1KELNRn57Qz5VzZ38/GWV9MxgtRKanX2K5V769gG6DOHMzIlSVsAH/wcfrVPWZtbqUZOxN/srmkYtBLI/RpOBmYuSKNlbR1dH37DRrg4nxw81kDkMl0x/hBDEffazTPvbX+k+elQteNq9RxUxic2A9bcjmiu4Zc4tFDYW8mHVh6d2UroJ0papDKWjjBCCzAUJWBq6cXe5eL9YJxI705lUyn2WbRZfXvBlrCYr/z7wbz79+qdZ9tQyvvTWl3j80OMqFcBIS+vNXA1X/UWtKnzhThVC6IOGzgbqO+uD7m/vT/50G59fkcnTO47zjifE0JqfT+e+fUjXSevs4GuHMTnamHPbBVC2BV7/rqdU3t2jKl9vNhaoSkfLZ46+cgflmnE53BTv6utjLttXh9spyVw48kndyJUrSXvmaQwR4Rz95Cexv7JBubgcHfDMJ/hY6oXEWGJOzRbZXAH1RWPib/eSuSAR3DAPMxsOar/7mc6kUu7To6Zzx/w7+Pdl/2bzTZv546o/clXmVZQ1lXH/9vu58oUrueTZS/jR+z/i9bLXaepqCmygvJtg9Y9g/3rY8H2fTbwFOgJNGDYcvrp6JjMTI/j2sx/R1OHAmp+Hu72driI1odvV2kl5cwRTzdVYwpwq8ic2XVmZ/VeojiIbC2qYPzWauFEKgexPUloUtqSwU9IRlOyuJTw6hKS04FSTsmRmkv7MM4SffTaV3/0eVX9/Drnmj3BiB5YNP2TtrLVsLN9IeUuvjKOlXn/72Cn3xLRIImIsLDaF8tahatx+5L7XnL5M2kVMESERrEpdxarUVQAcbznO1oqtbK3Yyhtlb/Bs4bMYhIGcuByWpizl3JRzyU3IxWzwc7HAsq+qwg1b/wyRyXDul/vsLmxUsdAjySnjLxaTWtx07d/e56cvH+QXiz2LmfbsJTQ7m4PPbMVtCGHu8mmq4ISjQy1UClKpPH9obOtmz3E7X75g7IpwCaHSEXzwYgnNdR1ExVtxdLk4dqCeOctSEEH0+xujo5n+0IPU/Po3NPz733QXL2XqlXdi3PE3brjsPh5B8HTB03x90dfVAWWbINQGSbmD9htMhBBkLEig9d0TNLq6+OhEE3lBzO0zWXC73NirOzxrIdRf/YlWhAHiUiKImxpOeLoLR7cLk8kQ1PNkIjFplXt/pkdOZ3r2dG7IvgGn28n+uv28X/E+71W8x98/+jsP7nuQCHMEi5MXc27KuZybci7To6YP3KEQasFPS5XK7x2RDPNP5h8pshcRFRJFgnVsXBB5023cuSKTP79TxMdykpgWE0PH3r3E3HgDRz6swdplIC1sCxz5UM0bJM4eE7m8bCqsHfUQSF/MOieJD14s4cj2KhZ9LJ2j++txOtzDjpLxB2EykfTtb2GZNYuqH/2I0uPJTL90Cclv/IjVZ1/Bs4XPcmfenYSZwzz+9vPG9MkJlGtm39vlZDmNvHmo+rRX7p1tDup7KfC68lYaKttwOZQ71WAUxCSHMzXbhnRDQ0Ubxw81cNbHbTRWqjULRrMBk9mIyWzAFGLAaDZgNBnGJEdPdXU1l156Kbt37w5636eNcu+NyWAiPzGf/MR8vpj/RZq6mthetZ33K97n/RPv8/ZxtUBleuR0zk05l6UpS1mcvJjIkH6RFd4SbO31yv8eHg+Z6kmh2F5Mli1rTJM0ffnCLDYcrOZbz+3nqZxcOvbsobGkmjqZwNyI3Rj2/Es9ccy9asxk8vJuQS0xYWbmj3IIZH+i4qxMnWXj8LYqzrosjZLdNVgjzUyZOXpy2K67lpCMdMq//BXKnmgn5bx4bin8gNejBC+XvMwNiYvBfgyWfnnozoJMcmY01qgQzjEYeXV/FR/LnUJyVCi2MPOkTijmdkuaatqVEi9vpe6Eem1tPLlgyxppJm5qBLkrphI/LYK4aRHEJIdjNPW9wbpcbg4dOkRUvBWnw8W2F0poqGxTEWY9CIRQT0PCoF7x/O8P8dMjOP+GoWsR33PPPXR0BCf9eH9OS+Xen2hLNBfNuIiLZlyElJKjzUd5v+J9tlZs5cXiF3m64GmMwkheQl6PC2de3DyMBiOYQ1Ue+EcuUxE0t/8PmTyfQnshl6VdNqafw2Iy8tsb8rjqL++xxZzM2SWb2Pevd4BEckz/hoyVcIHvOYLRxFsIeyxCIH2RvSSZt/9zmIojdso+qmfm2UkYRlmOsAULSF+/jvIv/T/K3zjI9Opm5lwazxOHHuf61k4EjLq/3d3RgbO+AVdDPc76elwNDTjrG5jijqCrKY6Pf/AIr79mwW6JoNUaiYyxYYqLx5IQT0RSArYpCSTFhJMUFUpyVChJUaFYQwKvxiWlpN3Zjr3Ljr3TTmNXI42djTjdTmwWGzGhMT2vkSGRA4YQd7U7qD/R5lHkLcoar2jD6bHGhUEQkxzGlCwb8dMiehR5WFSIX8rXaDRgNBoIDTcDZixhJsyezy2lRLolUqr3brcEdz+l71H2QihZAr1pvv3224SHh5OcnBzQ8UNxRij33gghSItOIy06jZvn3IzD5WBP7R62Vmzl/Yr3+euev/KXPX8hKiSKJVOW9Lhwpty6Hh6+GB5bS80tT9HS3TIm/vb+5EyN5kursnjuqSMsAkqOSmLdhSRku+G6R8Yk7K4/+yuaqG/rZtUophwYjMwFiWx68ggbnyjA0eUaFZeML8zJycx4/DEqv/s9al95hXtamrjzmm62db/M0vAESBiea0y6XLjs9pOKuq7eo7gbTr7W1+NsaMBZX4/0VU0KiE7Owz37DjJjk4mr2IHhhB2Dy3fce1NIGE2WCI6GRNAYGklHWBSuaBsiJgZjXDTGBCvGeAsyPgRDpBtM7Thoobm7icbORpq6mmjsauxR5g63f6HJBmEg2mwjxT2D5M40YlunENESR4g9CtF6MlWDKUxgSwkla1k8U1JjSZgWSeyUcIzm4Lm7hrKwXS43rm43Tocbp8OFs9uNy+HuE5lnMBmUW8dswBSiXDxSygEVf3d3Nz/96U95/vnnufrqq4P2WXrjlyYQQjwMzAVekVL2L47td5uJiNlo5uzkszk7+Wy+svArNHY2sq1yW48L542jbwCQFpXGsoWXc+6u9XS98BkID37aAX/5f6uy2LRnHk37ZtBuTSK362VVKi88blzkeeewJwRyFLJA+kOI1UR6fgKFH1ZjCTMxNTtmzMY2hIaS8ptfY8nOht89wM8fdfHfNXtYmnY+EnC3tvWzrE9a2K5673aP4m5s7Oca8GA0YoqNxRgXhyk2Fmtq6sn/47yvap8xNhYZYuHgN7fgWPw5cj/9e2VRN9Riryqjueo4rbUn6KytobOmmq7aBmRjE9FN9SS1niCi3kF4oe/w324jNIdDU5igKcxIQlgIbeGhdEVG4IqOwxA7i9CEBKKnTCV52gymxiUTExqDyWCirqmBquN2Gk600VrpoKtGQIMF4VQWs1u4aQ2rp9x6gNrYcurDTlAffoJ2czMIoAuMRUaij0cTY4nBFmojxhJDtCW6zxOBzaK22yw2bKE2IswRI3ZHGY0GjFYDIb3S8UspcTklLodLKf1upfi7+6256PHnh3iVvxGDSXD//ffzxS9+cVRyyngRQ8WFCyGuBa6UUn5KCPEIcJ+UsnC4bXqzaNEiuWPH8JJ0ARw/3MC2F0qGfVzgSLqcXbQ4WmntbqHN0Yabkyf+XLeZ4JaU9h+3lLQ0heEwRuCe8R5vxAxQBHsMKKtrIy0+nP9+adm4yXDsQD0v/Wkv2UuSWf2pueMiQ8ubGyi7+yt0CnBajYS3uTE7fF9fnaFG2iJMtEWYaI800Rphpt3zf1ukZ3uEmbYIEx1WIwzTzZS153ziT2TSHFGDUzpxy4HrqxqFCZPB2PNqEkbMbgMmt8DoBuGS4JQIpxucLnC5wOlCuJ0YXS4GkswlDLgMBpzmCJwhtp7tBlcHls5aQrpqe15DuuowSO/ThRuJG3AhcYFwq1fUqxTefb1fB9JjAoEBMCJ6SZrywwfImJLk57c5HARSmJAiBGkwI4UJt8EMopcdLTpZe+taDJ7J9j179rB27Vr+8Y9/9Onp0KFDzJkzp2/vQuyUUi7yRxJ/LPeVgLci8BvAeUB/xT1kGyHEHcAdAKmpgVUtUn6ysXU7hGImmgggGbd009zVjL21ErpaCB/nCSrRVY90HOJ/KVdgG0c58qfbuHXJjHGUAKbNjiF31TTmLgt+nh9/iVx9EUn/+B0f/PLbdIdF0hFloT0yhI4IM+2RZtqjQuiIUP+7/HQrmD1/w6U5u4wwZxRWEYLZEI7JYMZsMGM2mPq9N43MspUed1J3N47OLhyd3Ti7unB1dyO7HeB0EOKoI6KtALOjnpDueoyutr43BAO4rFaGmzBB9Hl14fbcDCTOU17dQt0cvLgFuEctkskFdCDcHQjA4FJSSmFWf6EmNm3a1NN65cqVpyj2YOCPpgwHTnjeNwALA2kjpXwIeAiU5T5sSVE1NFNm5gdy6GnNjeMtwATAYDSw/MahoxNGm8TFl3LFs+P3FNWHteMtwMTl0KFDxM6cM3TDMWDjxo2j0q8/t65WwOttihjgGH/aaDQajWaM8EcJ70S5WQDygLIA22g0Gs2EYcR5qEaRYMjmj1vmBWCzECIFuAy4SQjxMynl9wZps2TEkmk0Gs0oERoaSn19PXFxcRNucZeUkvr6ekK9BXcCZEjlLqVsFkKsBC4CfiWlrAL2DtEmwIxdGo1GM/pMmzaN8vJyamtrh248DoSGhjKtd4H7APAr9ERK2cjJaJiA22g0Gs1EwGw2k56ePt5ijCp64lOj0WhOQ7Ry12g0mtMQrdw1Go3mNGTI9AOjMqgQtcDRAA+PByZCgUgtR1+0HH2ZCHJMBBlAy9GfkcgxQ0rpVxKncVHuI0EIscPf3ApaDi3HmSzHRJBByzF+cmi3jEaj0ZyGaOWu0Wg0pyGTUbk/NN4CeNBy9EXL0ZeJIMdEkAG0HP0ZEzkmnc9do9FoNEMzGS13jUaj0QxBUJS7ECKp3//JQghbMPoeC4QQJhFg9iAhxNhWDxlHhBAGIcTM8ZbDF0IImxAifpTHGLLwlhAiVAgRSH2NUUEIESaEyBGKKM+2LwghwkZxzAGvp4GuFyGE1Z/vd4BjU4QQIUO3HBlCiDghxMc9782B6gwf/UYOo63B85vGCyEGzSwWFLeMEOIeYBmwA2gBrgN+KaX8X682rwPXAJ2omlivozJIIqV0eS6ILwDdnv0m4EHgPuCElPIPvfoqAY4NII5FSrnUh4x3AW1SylNKnggh/h9wE+AtgBgJZKGKkDQDuzzyeIvFVEkpb/Ecux24SkpZKYTIRJUYvGHgbyswPBdFeP+kbEKIOOBiKeWTnu/QKUfJ1+bpv0hKOUMI8QVgr5Rya6/9L0oprxRCXA30LukugDcHK704xLi3Ao1SylcGafNFYJaU8qsD7E+RUlZ43n8KOC6lfMvP8TcBq4B3gVnAQWA2sFZKuUUI8W3gaSlliRDic0CMlPJXQ/T5LPBtKeURj5LIlFIW+SNPrz4Eqm7xV6SUnxdCZAA/A/4H1Egp3xBCXIq6Nl8FvgR8HTiCOqfbgaullN3DGdcz9hzgMOr7+ISU8ru99j2Eun5SUNezC4gGSoAKKeUnfPT3C6DE1/Xphyz/BDZIKZ/ot30B8HegA/oUejICz0kpf+dplwgsk1I+L4T4Bupc86UnLKjv7grg20ASJ8s7nQWkAY8At3u2/R/wESol+mLgPSnlO/36TAFeAi6UUtp9jBkN/F1KeYMQ4gHUdzoXpRe3SinLBvpegmV1vo0KzL8AVYmpFKj0CJcF3Aw4pJTtQojLgG8AuSgFbxRCXALcg/pSvAURBaq6kx2o6TfeMSnlSl+CCCHe6fX+QdRFKFFfitujKASwT0r5ZQAp5Z+BP/c6Lgn4A5APfElK+ZYQ4h/Az3p/mUKI81E3mQghxLuoJ6FMIcSbwEdSyq/59/X5xXXAOcDd/ba3AvcLIQ7gOeGEEH1OuCBm6ZSAVwG9DHwf2Or5Hn4KzBNCbAR+BLzo+VuLusBHQiq9a6TRc7M7BFR7NpkAgxBii+f/BOAiKaXXCLhDCDEfuAvIxo9FdEKIGcA8wIIyRNYA/yelvEkI8Rawz9P0v8A/hBA3oBQoQojPAsdRSjvNsy0EeAelbHKAfwohaoDtQAzwTX+/EA/fAaYB+UKIXwFPos7tZ4CfCSHeRhXq+hnQhFKuDwCbgF8BlwWi2D38D5gJ1ANn99t3P2ADzgWqUOfoEo98A1Uvd3ra+YUQogD1/YIqFDRXCPFpz/9pUsosKeVuIcQKoL23weMxPvJ7dXchMB94HnBw0sjrPZ4RiEVdf1VSyo/3278RdZ4/AawAvgrMQX03a1Hfx/VCiB9IKf/rPU5KWSGEuB91k9zer08D6qbU7jGsvoW6oXyzlzE3ICNW7h5lfRvwFBAipbzbcxH9Wgjxc5TSXw1ME0L8DWVlvCqEeFlKucb7IaSUvxBCHERZ96BOhNnAcmC25wZQIaX8Dp4vXwjxL9TJDXBASnkXfe/QXwE+CTwNfBz11PAO6s7rc8baM87vUD/Ob4HN/fabgTCURX8fJy3SFUKIaagbwKeG8RUOiBDiMyhLq6LXtjdRN5FmlML354QbiQzTUb9tC+p8yfHcyDo8+99DKYp/oZTfa0ColNLteWq1AFJK2TWMMY2oJ7B2zyajZ3zvCR+Gugi7gMuBz6Nuxt3A1cArKIXr7W+WlPJHnptQNhCC+v6GYgrqfEwGzgcOoM4hgAgpZTPqwx0UQqwGPgb8AKX00lDn0Re9nXkU6TKPTE+hLtZrgalSyq/79eWc/Exf9shkRlnFc1FKdT7wHOq3+i4QivpdQqWU3/dYs6tRlvydQojpUsrjPoYYbGwjUCmldAJ1Plw8kcBPUOdCb34M/HGAbiM8x/mLE7gB9bS2zXNjPSSl/EgIsatXuxuATwshPielPOzZFoLn/PVwM5AihFiK0idOz9OdGXhUSvl/HvnWSymXCSFe7+dC8tZVNALPe879N4G/oc6ZD1HFjHosd48nI5Relb2FELGo38lbL/Js4C9AIvA1lKFxlmoqDgPFQojrpJTec7IPI1LuHuXzcdQXfT9gEkJ4S89L1A883/PBfiWlvFMI8SshxCLP8UVAI/C0EOJllEJNQlkfM1A/TBLqySAcWNBPhHgp5WpPXxv7yyel7PLcMO7G8ySBuqAeHMRimQH8B6VAY4H/eZ4+3vTs/z3K6mvFY00KIR5GXcxGIEEIsRdl0WyQUt43wDj+4AQe6P+IKJSv7XH8O+FG5KLxXPhehbQGZZWcLaW8VAhh9LjULut3WO8b7K2o7/Gnwxg2DXhcCOG1oNKBNiHEvZ7/LcDnUJbu2yhDwOXZng/8AvUk5r0pfl4IcTZwp5TygBBiLZ6bxWB4lEY2Slk/gFKi0UKIcKBFCFEopZzpeXT+E8oFUIg638qApVLKe6DHRfBblCsEIA71uF4M1Agh3gAel1L+258vSEr5J+BPQs1t/UBKebdnnOeklNcKIXKBKNQ59Dngb0KIF1Gu0yrUedyFOt+HpdxR3/FHvf53CCHCvDdjKeVeIcRfgMx+xz0opXx/gD7neuT9u58yXIa6+V7nOS+jUJ8LKWVPDWcp5T+FEMeAV4QQy6WUJ1DKvQtACHEWYJJSnuX5/6uAXUr5r37jdaEMCjztL/S03yildHoMmduArwsh7gS8n7MS5akwAW/0kuuS3p17bix/o1flWynlB0KIJ4H/B2yTUv5KCLEBuAX1BHntYF/QiJS7lPJh4GGhJhlWevx+D0kp7+gldAJK0eG5u37fa8UJIX6EsrJ2oW4CFajHGhNwCUrBTkP9aJkMQ1EJIS5AWQpdqDtwluf4QuA3Hgv8Pillf+vC7Wl/P8oyLkb5zkBZ+69KKX8nhEhFXRRnoSxHl/fRz+MauJR+roQAcAPfEMqVBMqCrPK8fw//Trhgcr5nXO9j+D+FEC+hrNlvoRRWLn1dR/9GVen6m5TSr3waUspielXz8rhAjkkpb++1LRr1+96OcoFJlMX1Y9TN+asoRWxHXVyLOXn+xOHJ7eFx7wgppfd77M91qKfP1z3jXeD5/5PAL4UQVuAx4HvAlcCdwGdQ7rrve4yONVLK3cAFnvZLgV8Dv0FZ0KCszuE83VyIcn8JYJYQIh/YgjKwZqHO7TVCiGRO3nhWAW+hnnY+5unqJX/H7MVK1PyDlw9Q58S7Hrm+jTonYlE3FzfqaWuREOI7wK+llD2KzvNb2gAphEiUUvZ3w/oiHPWdP+n5DM+g/OGn4HGrngU0ea5bCx7ljjKQfug1VHofJ4QweZ5O+jPbY5mDKivq5Z+oc8t7LrWi3IPNwFbU9dPH9eIZZyXKC3CZlLKy3+7zgN3AlR6dVuPp9z2P5+JeKWU1Phip5W5E3VV+BBR5PnCeUBM7sSgf1nOoH/s8YANwlxDictSFloZykfwFdfEcQSlFg+cDeX2TR1DWU3+MvSz2Ph9QSvk2yqrzTrhUor74vV5rahDiUJbNj4E21MX7MZQV/Zqn/2O9nlK+AlwlhPAqj1yUpf831MkXKCbUd+Y9kf4I/AP145pQNywvA51wQcFjra5BuR2+KoQ4B4iTUq7zuG4+hnLP3Evfx2sn6qZ4JWqyabjjzkX9BrFCiGwpZQGAlLJJCPF9T99dQs2TWFBK1QLcIaWsF0LcjPKzOzz9CdT386Ln5mdEXZSnuOmEEAuBWtT5+EeUb/ZOlK97P/CilLJDqImu33r6cqECAbw8LqVs9Yx7HuomaEWdGwCLUDeoT6AMCb/wKKxtKIV+v+dz21A+7ftRPvcEz+cqRc1dgbJ2l6GUzoWoc9xvPJ/jZuDiXptfRlmt70o1Sf2Wp50FZZHPlVI+JtSEJD5uYl8BHkXNsd0PfJpBEEJcgXpqa0Ppny+ibi7/8vym4cB3pJSbPe3DPDLfgbp+XHiUu5TyXY8e2yKE6KKvW6aTk0/AvTk0mMcAdfP/LsqtnOf5DuJQN94PpZSben2Wy1Hn0xX9jR8hxMUoL4ENNX91kaefUJSR8U+UfvSp3JFSBvyHsmp+gHK/nOfZ9rLndTXqRM5FPcp7t4eg7jagbgqLPO/vRlkDh1Cz8O+ifuT3Pfs/DvzQ8/7tQWR6q9d7I8pq+QEqEudTqIv0MZRLx9fxnwW+5Xk/H/X4aUSdFGme7VM8r5cCP/K8vxdY4Hm/BWVJj/T7vRt1Ep+HUibne96f5/lOpwIbPW3f7HWcd9tGlA9vRHJ4+voT8NVe/b4LJPRrsx71uPy491wYyfgo5fAO6gLJ9owZNkDbTwHf86PPT6Imghf40fbrqImul1EW8m7P+fsdVMSM2dPuWs+5fKtHjrWe16uBn3jaLEZdjNegnvje7PVX4T23hvHdJKEMooOop9q9KKV9E/BBr3bnoxT6FM/vsxplbH2IZ4JumONeD/zTx/YdKP83qMnWs4FnUTf63Z5r6CbgN/2OOxflwjB6/v8vcNcw5BEoq/dbqJukude+eaib22HUdRTr2X4XcPMA/X0V+JSP7aGcvK7qev12jShDa6OnzfdRCjkDdfNc7/m9nwAM/fr8HOpJ2DaALGehAkH+1WvbFs/rU0N9NyOKc5dSPiul/InnC+5BCBGDegRsl1J+JKV8t9cx3UCyxxLszZ9Qj3v3oe7eF3j6+IfHAsnj5CTINCHEm77+PF8wnkfTbSj/2U9Q1peQUn4F9WMXCjWT3lvuO1EWVIsQYgrKAvu4VI9rLsAq1ITewx4fam9eQP0Q9P8+RsBZKMWyDfVY+1NU5MOfgavwuLs85Pf6DvJEkOLvheI7qAvlr0KIO1DW5meklLVCiEVCiJs9vsAZKOsi1fM9GQjwuxBCzEYpr39LKfdKZbH/FdggAoi1Fyo++Esoi/MBlLvrMaEmsXwipfytlPII6uL9HOqmHYdya9Sg3HEwuPvN7elru1RupePAf6WUq71/9PLFDoOpqLmF/aibzTWop+CvoJ5krhVC/BB1g3oI9ZvlowyWdzxyvI1Sun7heZK5H3Vz6M+9qLmzGagnk1oAKWULSoGnoM6FPO8TrxDiJtRvulaedIncBtwohHhU9Fs/00+WqUJFx2xBzZ/82fOdvC+EuM7TrANlLC6QUv5KStng2T4Nz4S65/we8DsQJ2P2e85lKWV8r98vRirXTQjqt45FPUkkoK7Xe1E33ndRrpSFnj693gABXCT6rQsSQggp5U5U9KF32yL6XvODM5y79iB3z/OAFM/7d1A/7p2oiAJvm9dRERDe/z+PUlrJ/fr6NOrxaRnqrmZAPTp+AOR62iwcRBbvk4AFFTvq3f5N4Au9/s/AE+ffa9tVqMmK2ajJrvm99l2H8pttR01mCpSb4hf9+ngaZamIgWT08zsN8cggUI+eP+y17zbP9xuGehQeqI/3URFMI5Fjsec39U52/RzlanofZbkUo6ydTB/HvsUAVskQY96Csn4u9bHvKpQL4pMeGd5FWU2HUe6HjZ6/TSjXWqjn+3sfFanVu68rUU9myUPIsx1lfFyHCn9c4jm//gP80PN7H/a87vH8bntQ1uwRlDvP29cyfFvuMwP8fZ7y/EapnvNzLuppowr1dJfqafcnYCHqunsG5e7bxPCs5NmoePCB9t+BusGv8HzvR1BPCNtQIbSfwqMTPH09hXLt9e8nFOUNmDfAOBbUPNhX+/92qCea+wGrj+MuRc25vYdaiwDqpvduv9+j999mlK5IRE1q+pLncWC7573B8/pTlNs5HjVPh+f8WYgyEL7aT94dqFDVEtSTwcc9+22cDHHdAJzj2f7yUL/XuOWW8dyZBh3c1yTHWCGECJUDhBgNcVyIDDx2uHc/16Au1G6UX+2zKP/1cygXxRqU7/1FKeUSH8c/jlIYi4Mgy5C/VTARarLbKj2hhj72h3Ny0srhSzaPNRYilU/8MtSCD7uPdjZf2wcYNwTlbmvvtW1Mv5vB6H29TCS5TneEEJFSPaGMRt8CdUMcdv86cdgExuPaSJRSVvXaFi6lbPPj2FE74TQazcRHK3eNRqM5DdFZITUajeY0RCt3jUajOQ3Ryl2j0WhOQ7Ry12g0mtOQ/w/VANRSxd4OZgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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yoxDj3h2H3/1EzQkWxSwa1XOpXAVICa110FgKDWXQaH853ksbhKdBRLryCpsOeq/LLfUVz4RS7gCxqRnsfOXftJjqMQYEjvn5mzZvASnRGI205O4l6KGH3NZ3QX0BnlpPYnxi3NanM1KDU9EIDcdrjqvKXWVgpIR2k11RX+ypwBtK7dsugqWt53EaHfhFgV+00sfR12D/P5R9QguhyZeUfUQ6RGSAIWjMP96VzIRT7nGpimu/JO8YKQsXj/n5m3Jy0E+Kwzgvi8YPP0RaLAidey5jgamABP8EtBqtW/rrD4PeQIJ/gup3V4H2RidKu5f1bW7peYzQgG+korgjMyD5ZvCPsSvzGPCPBmMYdJ+PstnAdB4qjkP5MeXvuZ1w7PVLbfyiLyl6h9IPjAchxuJKjD6WTmgqB50X+IaP+ukmnHIPmzwFT4OR4sug3K1NTbTk5hL04AN4p6ZievNN2k+exDvDPXPJ+aZ8siKy3NLXYKSHpLO1ZCtSSsSV8uNR6UlnazcL24nSbiyDjsZeBwnwCVcUdGgKJC67ZIH7xyh/fcJBO0TVodFAUILymt4tYKClRlH0Fcehwq708zcqrhwAT79LLp1Iu9IPTQGd54gujdvpbFUUd2MZNDr+2kc1jvct9sX913wdlv141EWacMpdo9USPe3y+N2bt20HsxnfZcvwiI0FoCV3r1uUe2NnI1WtVaPub3eQHprOOwXvUNpUSqxf7JicU2UMOfkevPEQIHtuN4YqCjp4Ckxe1FNp+0crFvkorbFwijEEpixVXg7MbVB1spvSPw6H/wv77CMIjU5R8D3cOungPUpu2o6mnkra2fs2J8EJ3oHKdfWLgqiZ4BulvI+ePTpy9mLCKXeAuNQZFB3cR2NNNX4hY7fatSknB11oKN4zZiA0GjyTkmjNzYVHvjDivgtNhcDopR3oTffFTKpyvwLJe0dRnDf8QlHaflGKcpkIE5l6b4ieo7wc2KxQd+6SdV9xHAq3wtFXL7Xxj+ur8APi+nfrSKko5caL3azu3or7opPRDfaHZJTSf1z2pdGN469vJHgY3HtdhsjEVO5pl/zuqYuvH5Nz2trbad65E//bbu2KbTfMz8b0xpvYOjvRePTJhDwk8uuVsMrRDoN0kBiQiJfWi+M1x1mR0CcVkMpExmaDou0w9UaYcc/llsY9aLQQkqi80u64tL25qqfCrzgOZzbQNWLx8r/kw9d59VXevSeCEeAboSjpkCRIWNJLcUcpinu8uYWcMCGVe0jsJLx8/cZUubd88gmytRXfZcu6thmzs6l/6WXajx7FkJk5ov4LTAUY9UYijBEjFdUldBod04Onq5OqVyIVR6GtDhKWDt52ouMTpswLJF76XdLZAlWnoPzoJYV/4EWwme0TwVGXJoIdCtuhvH3Cx9YtNYpMSOUuNBripqdTfOLYmE0INm3KQePnh3HevK5thrlzQaOhJXevW5T7lIApYzq5mRaSxmunX8NsM6PXXBk3tApQuEX5m7Dksopx2fAwQsxc5eXAUVpylCPRxhMTaoVqd2JTM2iqraahsmLUzyUtFpq3bsVnyWKE/pIS1Pr54ZWaSsteZ1mQh0ZBfcGYuWQcpIek02nr7HIJqVwhFG5VIkzGINxuwqDRXlWKHSaycrf73YvzRj8BZeuBg1hNph4uGQfG7Czajh7D1to67P5r22qp76gfs8lUB+mhl1aqqlwhdLZCyd6r12pX6WLCKvegqBiMgUGU5I2+z7hp0yaElxc+11zTZ58hKxvMZloPHR52/2OVdqA3UcYogryCOFZ9eXP1qLiRC5+AtbNnaKHKVcmEVe5CCGKnp1N84ihSysEPGCZSSpo2b8Z4zUI0hr6hTYbZs0Cvp3UErpnRrr7UH0II0kLSVMv9SqJoK2g9IO7yZU1VGR9MWOUOEJc2g9YGE3VlJaN2jvYTJ7BUVDh1yQBoDAa8Z2TQkrt32OfIr88nwDOAYK/gYfcxXNJC0ihqKKK5s3nMz60yChRuVeKuL3OMtcrlZ4Ird4ffffTcCk2bckCrxXfJkn7bGLOyac/Lw9roZLGDCxSYlAIdlyMNQEZIBhJJXm3emJ9bxc00VUJV3tURAqkyKBNaufuHReAXGkbJKOZ3b9q0CWPWPLQBAf22MWZngc1G64EDQ+5fSkmhqXDMXTIO0kLSALXs3hVB0Tbl75TrLqsYKuODCa3cQQmJLDl5HGmzub3vjsJCOs+dw6cfl4wDrxkzEF5etOQO3e9e2VpJs7mZpMCxDYN04O/pT5xvnOp3vxIo3AKGYGVFpspVz4RX7nGpGbQ3N1FdfN7tfTdtUkrB+l4/8CpYjYcHhtmzaR2G390RY365LHdQQiLVmqoTHCkVy33y4p6pdlWuWib8XRBrz+9efML98e5NOTl4zchAHz74YhBDdjYdZ89iqa0d0jkckTJTAqYMS0Z3kB6STlVbFZUtlZdNBpURUnUKmivUEEiVLgZV7kIIfyHEh0KIjUKId4QQTjNkCSFeEELsEUL8wP1i9o9vcAiBkdFuTwFsvniR9hMn8Fu+3KX2xmwlD3vr3qFZ7wWmAsK8w/D39B+yjO7C4XdXXTMTmKKtyl91MlXFjiuW+6eAp6SUNwAVwE29Gwgh7gC0Usr5QIIQYkwdyLGp6ZSeOoHNanVbn005mwH6DYHsjdf06Wh8fIYcEllgKhjzxUu9SQlKQafRqZOqE5nCrRCcCAFq+mYVhUGVu5TyOSnlJvu/oUCVk2ZLgDfs7zcCfZZyCiEeEUIcEEIcqK6uHqa4zolLm0FnWxuVRQVu67MpJwfPpEQ84uNdai90OgyZmUPKM2O1WSkyFV1WfzuAp9aT5MBkVblPVCwdcGG3arWr9MBln7sQYj4QKKV0pr2MQJn9fR3Qx0ktpXxeSjlXSjk3NNS9BTZipys5UtwV726pr6f1wIFBo2R6Y8zOwnyhGPPFiy61L2suo93aftmVOyiumbzaPKw2941+VMaIkn1gblX97So9cEm5CyGCgL8AD/fTpBnwtr/3cbVfd2HwDyAkdpLb/O7NW7aAzeayv71LjuxsAFr27nOpfb7p8kfKOEgPSafF3ML5xvOXWxSVoVK4BYQW4hddbklUxhGuTKh6AG8C35VSXuin2UEuuWJmAOfdIt0QiE3LoOz0SawW84j7atqUgz4qCs9p04Z0nGdSEtrAQKX0ngsU1F/+SBkHjgyRahKxCUjRVojJBC+/yy2JyjjCFQv7c8Bs4PtCiG1CiB8LIX7eq827wANCiKeAu4H17hVzcGJTM7B0dlCef2ZE/VibW2j55BN8ly8bcjoAodFgyMqiZe9el5KZFZoKifaJxqC//HlA4v3i8dH7qBEzE43WOrh4RHXJqPTBlQnVv0opA6WUS+yvn0opf9CrTSPKpGousFRK2TA64vZP7LR0EILiEaYiaNm1E9nZ6XKUTG+M2VlYKiowX+hvkHOJfFP+mBfo6A+N0JAakqpOqo6Ai6Y2vv3WUab/6COOl47RT+DcdkCqk6kqfXCbb1xKWS+lfENKOfqlkZzg5eNDWHwCJSdHptybNm5CGxSE9+zZwzrekKXEuw8WEmm2mjnfcH5cuGQcZIRkkF+fT7ul/XKLMqGob+nkF+tPsuT323j38EUsNsn/9g7+cHcLhVvB0w+i54zN+VQmDBN+hWp34tJmUH72NObOjmEdb+vspHn7dnyvvw6hHV5JLo/4eHTh4YOGRF5ovIBFWi57jHt30kLSsEgLp+tOX25RJgStnRae2ZLPtb/dygu7znHrjCi2fmsJt2REsf5YOe3mUY48klLxt8cvAu2ELIesMopcWco9NQOrxcLFM6eGdXxrbi62lpZhu2RAKYBhzM6ide++AZOZOdIOjBe3DCgRM6BmiBwMs9XGy3vOc+1vt/H7jWfJnhLMR09ey+/vmkF0gDdr5kTT1GHh47xRHsTWFYGpWPW3qzjlilLu0SnTERrNsEMimzbloDEaMcyfPyI5DFnZWOvq6Mjvf1FVgakArdAS7x8/onO5k1BDKBHGCFW594PNJnnvSBnLntrOD9/LIyHEyNpH5/OPB+cyNdy3q1325GCiA7xZe6hsgN7cgJpyQGUArqixnIe3gYjEqcNKIiatVpo2b8Zn8WI0Hk7T57iMMWseAK17c/FKnuq0TYGpgDi/ODy1niM6l7tJD1EzRPZGSsmO/Bp++9Fp8i42khLhy4ufyWRJcqjTiCqNRnDH7Gie3VpARUM7Ef5eoyNY4Vbwj4Pg8TNvozJ+uKIsd4C41BlUFObT2dY6pOPaDh/GWleH7/Lhu2Qc6KOj0cfFDTip6qi+NN5IC0mjtLmU+vZ6l4+pfvZZGjdtGrzhBORwcT33/SOXh/61j8Z2M3+8ZyYbvrqIpSlhThV7c3077//5CDcnhGKT8M7hUbLerRY4twOmLIHLUMFLZfxzxSn32NR0pM1G6emhlY1r2pSD8PDAuOhat8hhzMqidd8+pMXSZ1+7pZ3ixuJxqdwdfndX493NlZXUPPMs1U//cVQLlY81BVVNfPHlA9z+3CcUVDXz01tT2fz1JayeFY1G078yzdt5kZKTdTSdMjFnUiBrD5WOznW5eAg6GlWXjEq/XHHKPSp5GlqdjpI8110LUkqacnIwzp+P1sfoFjkM2VnYmptpP9V3cvdcwzkkclwq99TgVDRC47LfvXHDhyAlnUVFdJye+FE2F01tfOetY9zw9A52F9Ty9eVT2f6tpTy0IB4P3cA/F2mTnMlVJlHz91WyZnY0BVXNHBuNmPfCrYCAhCXu71vliuCK8rkD6D08iZyaMiS/e8epU5jLygh57FG3yWHsinfPxTs9vcc+R6TMeAqDdGDQG0jwT3Bdua9bh8fkyXSWlNCwbh1eQ0zZMF6ob+nkr9sL+fcn50HCZxZM5stLpxDs4/qcyMV8E0117UQnB1J2pp4Vgb546jSsPVTKjNgA9wpctBUiZ4AhyL39qlwxXHGWOyh+96rzRbQ1N7nUviknBzQafJa6b4irCwnBMynRaem9fFM+eo2eON84t53PnaSHpHOi5sSg7oTO8+dpz8sj4O67MS5cQOOGD0ellu1o0tpp4dmtBVz7u638Y2cRt2REseWbi/nRLdOHpNgBTueWo/fSsuwz09FoBWXHarkhNYL3j16kw+LGmPeOJijdr4ZAqgzIFancY9MyQEpKT7nmN27alINhzhx0Qe61ggxZ2bQePIjs7OyxvaC+gMn+k9FpxufAKT00HVOHidLm0gHbNaxfD0Lgt+Jm/FeuxFJeTtvhw2Mk5cgwW228nHuBxb/bxu8+PkPW5GA+euJa/nD3DGICh57rx9xhpfBQNYmzw/AJ9CQuNZiCA1XcMSsKU6uZraedlUEYJud3gc2i+ttVBuSKVO6RiVPReXpS4kKemc7z5+nIz3dLlExvjNlZyPZ22o71lGO8Rso46FrMNEBIpJSSxnXrMcydiz48HJ/rrkd4etKwbt1YiTksbDbJ+0cvKrHq755gcrASq/7Ph+aSHOE7eAf9UHS4CnOHlZT5EQBMzQynxdRBInrCfD1566Abo2YKt4DOG+Ky3denyhXHFanctTo90cnTXVrM1JSTA7heTm8oGDIzQYgeIZHNnc2Ut5STFDh+Vqb2ZkrAFLy0XgP63TtOnaLz3Dn8Vq4EQOtjxOe6pTR99DHSPPK0y+5GSsmOs9Xc8swuvvrqYbz1Wv71mbm8/sVs5kwa+YjtdG4FfiFeRE4JACA+IwSdh4aCg1XcPiuabWeqqGkeXlqMPhRuhfiFoBtfayRUxhdXpHIHJQVwTckFWkwDx2s3bcrBKzUVfVSU22XQ+vvjNX16j/zuhQ2FwPgo0NEfeo2eacHTBgyHbFi/HnQ6fG+8oWub/8qVWOvraXExn/1YcaTExP3/2MuD/9pHQ5uZp++ZwfqvLuK6lPAhp3V2RlNdO6Vn6knOikDYwyT1nlomzwil8FAVt8+IwmKTvHfEtQpdA9JQCrX5qktGZVCuWOUel5YBQMnJ/q1Pc2UVbUePjopLxoEhO4vWo0extbUBlwp0jGflDopr5lTdKcy2vla4tNlo3PAhPgsXogsM7NpuvPZaNL6+NK4b83T+TimoaubR/x5k9bO7OVvZxE9umc7mbyzm9lkxaAeIVR8qZ/ZWgITk7Mge25Myw+loseBVZyY92p+1Bweew3CJQnvKAXUyVWUQrljlHj45EQ9vw4CumeYtm4HRcck4MGZng9lM66FDgOJv99Z5E+Xj/pGCO0kPSafD2kF+fX6ffW2HDmEpL8dv1coe2zUeHvguX07Tpk3Y2i9f2uDyhjb+39pj3PD0dnacreZry6ay/dtL+czCyXjqhpftsz+kVGLbIxP98Q/17rEvbnoQngYd+fuVmPeT5Y2cKm8c2QmLtoJPOIRNH1k/Klc8V6xy12i1xExLHVC5N23ahEd8PB5TRi83h2H2bNDpukIi8035TPGfgkaM70ufFpIGOF+p2rB+PcLLC9/rruuzz3/VSmytrTRv2z7qMvbG1NrJrzacYsnvtvH2oTI+s2AyO769lCeWJeHjOTqRSZXnGjFVtpIyP7LPPq1Ow5TZYRQdrWHF9Aj0WjEy691mg6JtysIlNeWAyiCMbw0zQuLSZlBffpGm2po++6wNDbTs24/v8uVu8bv2h8ZoxDsjg5a9inIvNBWOy8VLvYn2iSbIK6jPpKo0m2n66GN8r1uKxth3Na8hKwttSAiN68fWNdPQZmb50zt4fmcRKzMi2fyN4cWqD5XTuRXo9BoSZ4c53Z+UGY6lw0pDYSPXpYTx7pGLWKzDXAtQeRxaa1V/u4pLXNHKPTbV7nd3Yr03b9sGFsuo+tsdGLOzaD9xgtrqEmraasa9vx2UvPRpIWl9wiFb9uzBWl/fFSXT5zitFr+bbqJ5+3asTa4tInMH7x0po7qpg/99Poun7p5JbNDo16W1mK0UHKhk8sxQPLydjwyikgIw+HvYXTMx1DR3sCO/engndPjb1ZQDKi7gknIXQoQLIXYOsF8nhCi2F9DeJoRI76/tWBIaF4+Xj6/TuqpNOTnowsPxSksbdTkMWdlgs3Fh54fA+CrQMRBpIWkUNRTR3Nncta1x/Xo0fn4YFy3q9zj/VSuRnZ00bcoZCzGRUvLK3mLSo/1ZMCVkTM4JcP5YLR2tlq7YdmdoNIKkOeFcyKtlfmwgQUYP1g435r1wi+Jr9+vrAlJR6c2gyl0IEQj8Bxgoo1YG8Gq3ItrjIiG40GiITU2nOO9oj6X0trY2mnfuwvf66xGa0R+8eM+cgfD0pGnPJwDjqm7qQGSEZCCRnKw9CYCtvZ2mTTn43rB8wJz3XjNmoI+JGTPXzJESE6crmrh3XuyYnM/B6dxyjAGexKQMHCefNC8cm0VScryWW2dEselkJQ2tQ1wLYG6D4lzVJaPiMq5oNitwDzDQNH82sEoIsU8I8YIQos8YVQjxiBDigBDiQHX1MIelwyA2NYOmmmoaqiq7tjXv2oVsb8f3huVjIoPG0xPDnNl4HDmDr4cvYQbn/tnxhmNS9ViNMvJp3rYdW2sr/v24ZBwIIfBbsYKW3FwsNX3nO9zNa/tKMHhoiYuqoM3SNurnA2ht7KQ4r47krPABUwADhE3yxS/Um/z9ldw5J4ZOq40Pjg0x5v3CJ2DtUEMgVVxmUOUupWyUUg6Ws3Q/sExKOQ/QAyuc9PO8lHKulHJuaGjo8KQdBnGpMwB6ZIlszslB6++PYe7cMZPDkJVNQImJDF38qE7guhN/T3/ifOO6ImYa169DGxqCYd68QY/1W7USrFYaP/p4VGVsajfz/tGLzJx2lse2fJ7f7PvNqJ7Pwdl9FUib7BPb7gwhBFMzwyk7U89koyfJ4b68NdSomaKtoPWASQuGKbHK1Ya7fBLHpJTl9vcHgHHjVA6KjsEYENg1qSrNZpq2bsNn6VKEbuwSdxnspffmlbsnX/xYkRaSxvGa41ibmmjevgO/m29GaAePFfeaOhXPpKRRd828f/QiHdrznDL/G2+dN+8WvEtxY/GonhPg9J4Kwib5EhTp2veZNDccKaHgUDVr5kRzpMREYXXz4Ac6KNwGsVngMbHuH5XLh7uU+8tCiBlCCC2wGhh6EdNRQghBbGoGJXnHkFLSsm8ftsbGMYmS6U5TQhitHpBUNDZuA3eREZpBVWsVZevWIjs7B3XJdMdv5UraDh+ms3T0CkX/d/8JfCf9jzBjKK+seAW9Rs9zR58btfMBVJc0UVvW7DS2vT+CoowER/uQv7+S1TOj0Qhcj3lvrlLCINUoGZUhMGTlLoSYLoT4ea/NPwNeBo4Ae6SUYxMm4SKxqRm0mOqpu1hKU04Owtsb48KFYypDYdN5TsUJgvJGT9GNBg6/e+2699DHxuKVkeHysX4rFe9c44YNoyLb4eJazmv/hkbbyp+W/onEwETum3YfG4o2dKV5GA3O7KlAoxUkzQ0f0nFT54VTea4Rzw7J4qmhvHO4DKvNhRJ8RfYFYaq/XWUIuKzcpZRL7H9PSil/0GvfCSllhpQyXUr5fTfLOGLi7PHuxceP0pyzGZ9Fi9B4jVJF+n7IN+VzYpJAU1KBuaJiTM89ElKCUghq1eJ56Ax+K1cMab7AIzYW7xkzRs0186Ndv0RnOM/3s35CSlAKAA+nPoxBb+DZI8+OyjmtVhtn91cQnx6Cl49+SMcmzlUm0vMPVLJmTgzlDe3sKawd/MDCLeAVAJEzhy6wylXL+KwW4Wb8wyPwDQnl/Cc7SamuHnOXDCgrU0umBsDmOlpycwlYvXrMZRgOnlpPbr0QgpBlQ3LJOPBbuZLKX/6SjoICPBPdt3jr9VNvc968kUm6FdyZfEvX9gCvAB6c/iB/PfpX8mrzSA1Odds5AYrz6mhrMpOc3X9se3/4BXsTkeBP/v5Kbl82Fz8vHWsPlXJN0gCx+VIqk6kJS0Dj3rw4VzNms5nS0lLaL2MOpIHw8vIiJiYGvX5oBkR3rgrlLoQgLnUGBbu3kazT4bN48ZjLUGAqwJCcgjbgJK25eyeMcgeYd6KDkjANU6ckDPlYv5tvovLXv6Zh/XrCnnjCLfLk1eTxq/0/x9IyhR/d/I0++x+c/iCvnH6FZw4/w1+X/dUt53RwZk85Xj56JqUFD+v4pMxwdr5+lpaqNlbNiOKdQ2X832pL/7lvqs9AU7nqknEzpaWl+Pr6Eh8//qLXpJTU1tZSWlrK5MmTh93PFZ1+oDuxqel0WCxYMueg9fMb03PbpI0CUwFJQVMxZGXRsnfvoPVJxwudpWWEFNSwcxqcbzw/5ON1oaEYs7NoXLfeLZ+5tq2WJ7c9ibD6EtXxBTLj+4bV+nj48HDaw+wq28XhKveV/WtvMXPueA1TM8PR6ob300mcE4bQiK50BG1mKxuOl/d/QJEj5YCq3N1Je3s7wcHB406xg2KMBgcHj3hUcdUo9zCDDwCNU+LH/NwXmy/SZmljSsAUjNlZWMrLMRePfrieO3BMhu6eLgaszDQQfitXYi4pof34yBYum21mvrn9m9S21dFw/lN8KnN6149TSsmRjRu6ksTdm3wvwV7B/OXwX9z2IM3fX4nNIocUJdMbg58HMSmB5B+oZFasP5NDjAPHvBduhaAECJw07HOqOGc8KnYH7pDtqlHu7D+IocNMlbSM+akLTJcKdBiylLqX3UvvjWca16/Ha+ZM2kJ9B6ypOhC+y5cj9PoRT6w+deApDlQeIMPr8+issdwxO7prX9GhfWx+4Tm2v/wCAAa9gS9kfIH9FfvJLXdPZagzeysIijISEuszon6S5obTWNNO1fkm1syOZt+5OkrqWvs2tHQqxbBVq11lGFw1yr1pUw7hngbKCs9is1rH9NzdlbvH5Hh0YWG07h1fpeic0ZGfT8eZM/ivXElqSOqwLXetnx/GxdfSuOFD5DCv/QeFH/DfU//l3uRPcTAvgRVpEQQYlPw2Uko+efMVAM7m7qa+Qlnaf9fUu4gwRvDM4WdGbL3XV7RQea6RlOzIEVtVCbNC0eo0ysTq7BiEgLWHnFjvpfvB3KL6269QPve5zzF//nx+/vPekeXu4aqYUO0sLaXj1CniHriPc8f2UXWukIjEqWN2/gJTAZHGSHw8FIvPkJ1Fy67dSCnH9dCwYf160Gjwu/km0otr+feJf9NuacdLN/QwUv+VK2nO2Uzr/v1KdaohcLL2JD/d81MyIzJJ1N1LU3se982L69pfeGAvVecKuea+h9jz1ivsf38tNzzyOB5aD76U8SV+sucnbC/dzpLYJUOW28Hp3AqEgKlZQ4ttd4ant45JacEUHKxi4V1JzE8I5u1DZTxxfVLP+6FoKwgNxPefgVNl5Pz0gzxOXhxhhaxeTI/y48e39B+p9fbbb2O1WtmzZw8PP/ww+fn5JCW5d2H/VWG5N+Uoa6oSb18DQPEA1ZlGg4L6gh453I1Z2Vjr6ujI71vCbrwgpaRx/QaM2dnoQkJID0nHIi2crjs9rP58lixBYzAM2TVT117Hk1ufJNArkN8v/j1v7L9IQqiReZODuuT85K1XCAiPJPOWO0hbsoyT2zfTXKfEj9+aeCuxvrE8c/gZbHJ4RTJsNsnZvRXETg/G6O+e4h9JmeG0NnZSdraeO+fEUFzXyv7zvYq5F26B6LngHeCWc6qMH7Zt28bdd98NwA033MCuXbvcfo4rwnK32SQ2KbFJ7H8vvZc2qP94E9qkqXTGTsE/Kpb8I4eJunYFsqu9/a+tVx+2vv052oT7eZIQOrjv1WKzUNRQxIKoSwmfjNlZALTm7sVr6tiNIIZC+/HjmEtKCPnSlwClpirA8ZrjzAybOeT+NN7e+Fx/PY0bNxH+wx8OmDLYgcVm4Vvbv0VtWy0vrXiJmgY9By/U8/0V07os3IL9e6g+X8RNj30NjVbL3FV3cCznYw5ueI/Fn34YvUbPYzMf47s7v8vGCxu5Kf6mIctedqae5voOFqxxX5x+fHowei8t+fsruemeJH747gnWHiztemjRVg8XD8O133LbOVWcM5CFPVq0tLQQHa3MGQUFBXHIXmPZnUwo5f7h8XK+9saRPkp3IALam/jf4cO8kryM//1iM9c2+zO9PI9rf52DTQx/UYiHTsO2by4hKsB7wHbFTcWYbeYepfX00dHoY2Np2buXoAcfGLYMo0nDunUIvb5rwVeoIZRwQ/iw/e6gFPFo/OADWnbtclp/tTdPH3yafRX7+MU1vyA1OJWffpCHXiu6JlKlzcaeN18hMDKKadcsASAgIpLkBYs4uulDslbfjZePDzfH38wLx1/g2cPPsixuGTrN0G7707nleHjrmDzDfYVAdB5aEmaEUniomsX3JnNzeiTrj5fzk1tT8fbQwrkdIG3qZOoVio+PD21tSp6p5uZmbLZhll4cgAml3ONDjDw0X1l0oNWARgiEEGgEaIVAoxEIoWzXCuV9xM6P0SCZ+anbmRaXQGeBlfoPTvDTbF+845LQCEc/9uM0Sn9Kv8p5HO8d52nttPLo/w7y7NYCfnH7wEWnCk2FAH1K6xmzs2j86GOk1epSlsWxRFqtNH74IT5LFvdYE5ARmuG0YLarGBcsQBsQQOO69YMq9/VF63np5Et8atqnuHXKrbSbrbx9qIwbUyO66qLm799DdfF5bv7y19F0u4bzbruT07u3c+TjdWSvuRetRsuXZ36Zr237GuuL1nNb4m0uy9zZbqHocDVTsyLQ6d37PSVlhnNmbwUX8mpZMzuGtw6WsvFkBbfNjFZCID18IWbs0lKrjB1z5sxh165dZGdnc/ToUZKTk91+jgml3KdF+jEtcmgLkIpfPkxnbCx33rUEIQRtaUE8t+4fJNoqmD9n+FbR3XNjeeNACV9aPGXAep0F9QUIBAn+PVd3GrKyMb35Fu0nT+GdPvql/oZC6/79WKtr+tRJTQtJY9OFTdS31xPoFTjkfoVej++NN9Lw/vvYWlvRGJxft1O1p/jJJz9hTvgcvjFXWYH60YkKGtrM3G+fSJU2G3veepXAyGhSFvZccRw6aTKTZ83l0IfvM2fVavSeXlwfdz3Tgqbx16N/ZcXkFei1ri3rLjxUhaXTRooLeduHSsy0QLyMevIPVLL84VSiA7x562CpotyLtkL8NeCinCoTi9WrV7No0SIuXrzIhx9+SG6u+6PnrugJVWtTE617cvFdtqzLR+vt40vYpARKnNRVHQpfXpqIQPDs1oGzD+ab8on1je0TYWK053cfjyGRjevXozEY8FmypMd2h999JNa7/6qVyLY2mrZsdbq/vr2eJ7c+ib+nP39Y/Af0GkW5vbKvmEnBBrITlGX/+fs+oab4PPPX3NvDancwb/VdtDU1cnzLRkAZfT0+63HKmst4p+Adl+U9vacC/zBvIhLcv6pZq9WQOCeM80drsHRaWTM7ml0FNVRdOA3159UQyCsYPz8/tm3bRnZ2Nlu3bsXf39/t57iilXvz9h1Is7lPorDYtAwunj2FubNj2H1HBXhzf1Ycbx4s5UJtS7/tCkwFfVwyoCzL90icMu4WM9k6O2n8eCO+y5f1yZyZGpyKRmhGpNy958xBFxFB47p1ffZZbBa+teNb1LTV8MelfyTYW1HkhdXN7DtXx72ZcWg0ostqD4qKIXnhtU7PE5OSSnTKdA588A5Wi7Jw7Zroa5gVNou/H/077ZbBl3Y31rRxMd9ESnbEqIWsJmWGYzHbOH+shjtmxyAlnNz9nrJT9bdf0QQGBnL33XcTETH0JHSucEUr96acHLShIXjPnNlje1xqBlaLhfKzwwvrc/DokinoNII/b3ZuvXdaOyluLO4xmdodY1Y2rQcPIjs7RySHO2nZtQtbY2Mflwwoqz4T/BO6aqoOB6HR4HfzzTTv3o3VZOqx70+H/sTe8r38cP4Pu/LIA7y2rxidRnDnnBgAzu7dTU3JBbLvvA/NAJkS5912F0211ZzereRDd1jvVW1VvHHmjUFlPbNXSc08NWt0fnwAkVP88Qn05Oz+SuJDjMydFIimaCvSLxpCxk1BM5UJyBWr3G0dHbTs2IHvddcjND0/ZnRKKkKjoXiErplwPy8+nT2Jdw6XUuSkZNq5hnNYpZWkAOc/UkN2FrKtjbYR5lxxJ43r1qMNCMA4f77T/ekh6ZyoOdFjxefpPeWUFw5WZvcSfqtWgtlM48aNXds+PPch/877N/cm38vqxNVd2zssVt46WMry6eGE+npis1kVqz06luT51wx4nsmz5hIaF8++995C2qMRMiMyyY7M5oUTL9BqdrLk346UktO5FUQnB+AXPHBE1EgQGkHi3HBK8upobzZz5+xIZpiPUhexEMbxAjeV8c8Vq9xbPvkEW2srvsv65m73NBiImJLUVVd1JHxp8RQ8dVr+vLnvgqTuaQecYczMBCFoGYXJlOFga2mhacsWfG++CdFPHum0kDRMHSZKm5Xl8pXnG9n8n1N8+LdjtLeYXTqP1/TpeMTH07hOWdB0pu4MP9r9I2aHzebb877do+3GvErqW81dK1LP7tlFbWkx8wex2kGx1DNX30VdWQkFBy+5vx6f9Th17XX879T/+j22vLCBxuq2UZlI7c3UzHBsNknh4SpuCa3EX7SyuWPsY69VriyuWOXetCkHja9v18Rlb2JTM6goPEtnW//WmyuE+nry4IJJvHf0IgVVTT32FZgK0Akdk/ycZ/TTBgTgNW0arePE7960ZSuyvX3AohwZoUpVK4f1vvvNfDyNOtpbLHzytmul7YQQ+K1cSev+/dReOMsTW5/Az9OPPyy5NIHq4NV9xcQEenNNYkiX1R4cE0dy9sBWu4Pk7GvwD49g37tvdo02MkIzWBKzhBfzXqSx0/my8zN7ytF5akmY1TelsLsJifUhINxA/v5KjCU7AXjuQjQdlrHNgaRyZXFFKndpsdC8ZQs+S5Yg+lkJGZc6A5vVStnpkyM+3xevnYJBr+XpnJ7We0F9AfH+8QOG3Rmys2k7cgRb2+UvnN24fj26iAi8Z8/ut82UgCl4ab04Vn2MwkPVlBc2MH/1FGYui+XU7nIu5tf3e2x3/FauBCl5429fo6q1iqeXPE2Id89FQudrWviksJZ7M2PRaARnPtlJ3cVS5t95fx9XW39otFoyb7mDioKzlORdcn99ZdZXaOps4j95/+lzjKXTSsHBKqbMCsXDa/SjhYUQJGWGU5Zvovn0fpoCp3O+3cCWU1Wjfm6Vy0tlZSWLFo1O7iCX7lwhRDjwlpSyXymEEC8A04H1UsrRSXPmIq0HD2E1mZy6ZBxEJaeg1ekozjvG5FkjWygSZPTgMwvjeXZrIY9f10hKhBI2l2/K7wof7A9jdhZ1//oXbYcPY1ywYMC2o4mlvp7mXbsIevDBARWnXqNnWvA08ipPEbW3gOBoI9MWRmG12Cg4WMW2/53hnu/PQ6sfWPl6JkymIT6EmNwifvDwL7pGBN15bX8JWo3grrmxitW+9jVCYicxNWto1yl18TI+efMV9r33JnFpynmSg5K5Mf5G/nvyv3xq2qcI8grqal90tJrOdispwyilN1ymZoazf905Cgq9yVi2nPAWT9YeKuXm9NF3C131fPj/oMLN814R6XDzrwdsUl9fz0MPPURLS//RdiNhUPNHCBEI/AcwDtDmDkArpZwPJAghLus0f1NODsLTE59F/Q/d9Z5eRCaluMXvDvCFRQn4eur44ybFem81t1LWXNavv92B9+w5oNNd9pDIpo2bwGLBf9XgdVLTQ9LR5AXTWNPOwjuT0GgEeg8ti+9Ppr6ilUMbLwzax0fnP+L9hDoSy2GVvu9IodNi462DJVyXEka4nxend++g/mIp8++8z2Wr3YHOw4M5K1dz4dhhKosuuY4em/kY7dZ2Xjj+Qo/2Z/ZU4BPkSfTUoS/UGi4B4QZCwyT5rQvQTFnK6lnRbD1TTXXT8MN1VcY3Wq2W119/Hb9RqgzniuVuBe4B3hugzRLAEVu2EbgG6OGjEEI8AjwCEBcXx2ghpaQpJwfjwoX9roB0EJuaQe7a12hvbsbLZ2QFGAIMHjx8zWT+tDmfE2UN4FkC0G8YpAOtjxHv9HRaLvNipsb16/GYPBnPadMGbTvNOx1dSSrByZ7ETrtk8U5KDSZpbhgHPjxP0txwAsKdX/+z9Wf50e4fMXdhGmw5RsOGDYQ+9liPNptPVVLT3Mn98+KwWa3krn2V0Lh4kuYNb3QzY/kK9r37JvvefZNbvv5dABL8E1iVsIrXz7zOg9MfJNwYToupg5JTdcy+aRJCM7bRKkmhZ/mkKhmT10zunK3j79uLeO9IGZ9fNPTatSpDYBALe7QYLaXuYFATSErZKKUcLM7NCJTZ39cBfZJeSymfl1LOlVLODQ0dvUmq9hN5WMrLB3TJOIhLzUBKG6Wnhr8opzsPXzMZPy8df8w5S3698mwbzHIHJSSy/fgJrE1Ng7YdDcyVlbTu34/fypUuLdYRB0LR2vTYsiv67Ft4VxJ6Dy3bXjnttEBGQ0cDT2x5Al+9Lz+9/RkMc+c6ra/6yr5iovy9uHZqKKd2baO+/OKQfO298TQYmHnjSs7u+4S6i5cKYzw641Gs0so/jv8DUGLbpWRMomR6k2RZC0jyj5hICvclI8aftYfKBj1ORcUZ7ppQbQYcwcA+bux3yDTl5IBWi8/SJYO2jUhKRufhSXHeUbec299bzxcWJZBzqoo9JXl4aj2J8YkZ9DhjVjbYbLQeOOAWOYZK44YPQUr8Vq4YtG1tWTMX9jZQFHWAU7YjffYb/T2Zf/sUys6YOJPbU/lbbVa+s+M7VLRW8NTSpwg1hOK3aiWdRUV0nL60oKykrpVdBTXcnRmLkDZy336N0EmTScwcWpGP3sy++VZ0Oj3731/btS3GN4Y1SWtYm7+WksYSTudWEJHg1++oY9RoKMOnYT9RYa3k769ESsma2TGcKm90eyEJlasDdynhgyiuGIAZwHk39TtkmnJyMGRmogsc3F+q0+uJTpneI4pipHz2mskEGPTsLj5Bgn8C2kFisQG8Z81EeHhctpDIxvXr8UpNxXPy5AHbSSnZvbYAD28dtjlV/dZUnb4wisgp/ux+q4C25kurb5858gy7L+7m+1nfZ0boDAB8b7wRdLoeRTxe31+CQEnOdmrXNkwV5cy/a/hWuwODfwBp1y3n5I6tXYW0Ab6Q/gW0Qsu/tr5CfXkLyZfBaqdoG6CkI6ivaKWmtJlbZ0Sh1wrnJfhUVAZhyL8WIcR0IUTvaJh3gQeEEE8BdwMjq4Q8TDqKiugsLHTJJeMgdno6NcXnaW0wuUUGH08dX7x2CiZLCUF61+YWNJ6eeM+eTcvesVfunefP037ihNN0A70pzquj5GQdc1fEMy16KkUNRTR39l2ZKzSCxZ9KprPNwidvKROYG89v5J/H/8mdU+/kzql3drXVBQZiXLiAhg0bkDYbFquNNw6UsCQ5jAhfD3LXvkZY/BQS547Mancwd9UdSGnj4PpLycPCjeHck3wPFYfb0egEiXPC3HKuIVG0FYyhTFmcgUYjyN9fSaDRg+tSwnjvSBlmq/vzfauMD7Zt2zYq/bqs3KWUS+x/T0opf9BrXyPKpGousNQFH/2o0LRJKafnu+x6l4+JS1MsyJKT7rPeV88JRKNvpOiir8vHGLOz6Dh9Gku9a3Hi7qJhwwYQAr8VNw/Yzmq1sfutfPzDvElfEkN6SDoSycla5+sEgqN8mHVDHKdzK9h74AQ/2P0DZoTO4Lvzvtunrf/KlVgultN25AhbTldR1dTBvZmxnNyxBVOl3Wp301J8/7BwUhYu5ljOx7Q1XXJ3PJTyGRJrZtMUeREv4xin2bXZFMs9YQnefl7ETg8i/0Al0ia5c04sNc2d7DhbPbYyqUx43OYbl1LWSynfkFL2nWUbI5pycvDKyEA/hCxr4QmJeHh7uy0kEqC89TwAhWU+7C2qdekYQ5a99N7efW6TYzCklDSuW49h7txBr9nJnRepr2hlwR2JaHWaHmX3+mPuinh8QjzZ/sppfDV+PLXkKTy0fReV+Vx3PcLTk8Z163h1XzFhvp4sTgwi9+3XCE9IZMoc56uMh8u82+7E3NHO4Y8uZaZsLgAvi5Htxvc5U3fGrecblKo8aKnuygKZlBlOc10HFUUNLEkOJdjoobpmVIbMFbNC1VxeTvvx40NyyYCygjFmWtqIk4h1x5FTJlAfx9M5Z106xjstDY3BMKYhkR2nT9NZVDSoS6aj1cy+D84RPTWgq9Scv6c/cb5xAyp3oYPj0zZibA3iq+JnhBmcuzu0PkZ8li7F9OFH7DxdwT2ZsZzdvY2GqkolQsbNCbRCYicxZW4Whz/6gM52ZWXw6dxyvHx1mELLeObIM24936AU2nPb2/O3T54Rglav4ez+SvRaDbfOjCLnZBWm1vGTPVRl/HPFKPemnM0AQ1buoMS715eX0VRXM3hjFygwFWDUG3nsmjnkFtXxSeHg/Qq9Hu/MuWM6qdq4fj3odPjeeMOA7Q5sOE97q5mFdyX1ULRpIWkDKvfnjj7Hx5a38Uxp5+LODurK+1+J579qJbK+nhnVBayZGUnu268TMSWJhNmZQ/9gLjDvtjtpb27i+OaNtDV1cuF4LclZkTyU/iDbSrZxrNp9D/tBKdwCIcngFwWAh5eO+PQQCg9VYbPaWDM7hk6rjQ+OXhw7mVQmPFeQcs/BY8oUPBMGjvhwRmyqsiTdXVEzjgId92dNItzPk6c2nnUa890bY1Y2nefOYa6sdIscAyFtNhrWb8Bn4cIBI4tMVa0c21rKtPmRhMb2nEPICM2gqrWKypa+8uZcyOH5Y8+zJmkN9332evSeWrb97zSyn4rmXtcsolXvzT0NJ2k8/gmN1ZVu9bX3JmrqNGKmp3Fg/Tuczi3DZpOkZEfy6WmfJtAzkGcOj5H1bm6H4j0wpWdN2amZ4bQ1mSk9XU9qlB8pEb68pca8qwyBK0K5W+rraT1woE/FJVcJmzQZL6MPxSdGHu8upSS/Pp/EgES89Fq+sjSRAxfq2Zk/uPVuzHb43Uffem87fBhLebmSW30A9rxdiEanIeu2vqskHQU1eldmKjQV8v1d3ycjJIPvZX0Po78nC9YkUl7QwKk95U7Ps/O8iV2RaUwrOkzu2teISJzK5JmjWxw667a7aK6t4fBHmwiJ9SEkxgeD3sDn0j/HnvI97K/YP6rnBxTFbmnvU1IvLi0ID28d+fsrEUKwZnYMR0tMFFT1jU5SmXg0NDRw8803c8MNN3D77bfTOQoFeyZUgez+aN66DaxWfJctH9bxQqMhZnq6Wyz32vZaTB2mrpWpd2fG8rftRTy16SyLkkIGtEQ9U1LQ+PvTkrsX/1tvHbEsA9G4fj3Cywvf667rt03Z2XqKjlSTdetkjP6effanBKWg0+g4XnOc6ycpEUpNnU08sfUJvHXePSZQpy2I5ExuBZ+sLSA+PQSDX8+J1Vf3ldCZNI+U5jM01daw/AtfGTWr3cGkGbMJio6n/uJOZt90Y9f2e5Lv4aW8l3jm8DP8+6Z/j64cRVtBo4dJC3ts1umVdMOFh6pY3GnltllR/Pqj06w9VMp3bkoZPXmuQn6z7zecrhtZVbbepASl8J153+l3///+9z++/vWvs3z5ch599FE++ugjbnXzb/6KsNybNm1CFxWJV+r0YfcRl5ZBY3UlDVUjC/bpKtBhzynjqdPylesSOVJiYtuZgcPZhEaDcd48WnL3uOTGGS7SbKbxo4/xWboEjdF5Pjhpk+x+qwCfQE9mLnMer++p9SQ5MLnLcrdJG9/d+V3Kmsp4aslThBsvZaEQQrD4/mTMHVZ2v9UzNXJFQztbTlcx/aZFFEQGE6T3JH7mHPd82AEQQhActxhpq0erO9+13UvnxSMZj3Co6hC7L+4eXSEKt0LsPPDsm9to6txwzO1WLpyoJczXi2uTQnjnUBnWflxbKhOHxx57jOXLFWO0urqasDD3r62Y8Ja7raWFlt27CbjnnhFZWI549+K8Y6SHDT/Va6GpEOiZU+bOOTE8t62ApzadZUly6IByGrKzaNq0CXNpKR6xscOWYyBacnOx1tXhv2pVv21O51ZQXdzE8oeno/Pof5VtWkga64rWYbVa+Nvxv7O9dDvfz/o+s8P7ZnoMijQy+6ZJHFh/npTsSGKnK0nH3jxQgtUmybQUcVinIaOwFFtzM1pf19cJDAeb1UbNxXD03sEc3fgOaUuu7fpu7ki6gxfzXuQvh//CwqiFo2O9t9RAxTFY+gOnu6OTA/D21ZO/v5Ips8NYMyeGr7xymE8Ka1iUNPpFRK4WBrKwR5s9e/ZQX19PdrZ7Ful1Z8Jb7s07dyE7O4ftb3cQFB2LwT+AkhGGRObX5xPoGUiwV3DXNr1Ww+PXJXG8rIFNJweeLDXav+TRLL3XuG49Gj8/jP0UCTB3WMl9r5CweD+S5vbJAdeDdN9JtJhbePGFTP529G+snnIb9yTf02/7OTdNwj/Mm22vnsHSacVmk7y2v4RrEvzJ3/Qe4dGxBNc3dkU/jSYlp+tpa7SQeu0qKosKKD5+ac5Fr9Xz6IxHOVl7ki3FW0ZHAHvKgd7+dgcarYbEOeGcP15LZ5uFZdPC8fPSsfagGvN+JVBXV8fjjz/Ov/71r1Hpf8Ir96acHLSBgRjmjGwYL4QgNjWD4rxjI3KJFJgKSAxM7GPp3TErmvhgA0/n5GMbYFjtkZCALjR01EIibe3tNOXk4Lt8GZp+qlQd2niB1oZOrrkraeC0t+Z20vcoN+afPC2kdXTwg+NbEKfXQz/XUKfXsuT+ZBqr2ziw4Tw7C2ooM7Vxo/YCzbU1XPPQF/CIiemRa2a0OLOnHE+DjmvuvRWfwCD2vfdGj/0rE1YS7xfPM0eewWobhZJ3hVvByx+iZvXbZOq8cKwWG0VHq/HSa7llRhQf5VXQ1O5avVqV8UlnZyd33XUXv/rVr5g0yXkZzpEyoZW77Oykeds2fK5bitAOnqBrMOLSMmipr6O+fHghZ1JKCkwFTPGf0mefTqvhiWVJnCpv5OO8/v36QggM2dm07N07Kn735m3bsbW09OuSaa5v58jGYhLnhhE5xb//jqSE979CfOkhfLVeBHkF8fTsb+NpbofXPwXPL4GzG50q+ZiUIFKyIzi8sZh3tp4jxFtDy/6NRCVPZ1LGLPxWrKBlzx4sta6t7h0OHW0Wio7WkJQZjqfBkzkrV1N84hjlBZdWp+o0Or4868sUmAr46PxH7hVASmUydfK1MEByufDJfvgGe5G/XxnxrZkTQ7vZxofHL9tCcBU38MILL3Do0CF+8YtfsGTJEl5//XW3n2NCK/eWvXuxNTcPa+GSMxzx7sNdrVrRUkGLuYWkQOeFqG6dEU1CqJGnc84OOClmzM7CWlNDZ4FrBaeHQuP69WhDQzDMc76kP/fdIqSE+av7PqB6sOP3cPxNNNf9gN8t/SP/uOEfRMz9PHx5H9z2HLTVwyt3wQs3KBZqLyW/4M5EdF5ajMcbudOnlJb6WhbY49r9Vq0Eq5XGj9ysULtRcKASq9nWlbc9Y9lNeBl92PfuWz3a3TDpBpIDk3nuyHOYbW60lmvyobGsT3x7b4QQJM0Np+RUPW1NncyKDSAhxMhbqmtmQvPoo49SX1/Ptm3b2LZtG/fc078rc7hMaOXetCkHjcHgttqjAeGR+AaHDjvPTFekTD8FOrQawZPLpnK2spn1x53HewMYshx+d/e6ZqxNTTRv347fTTc7HelUnm/kzN4KZlwfi1+It5Me7OS9A1t/Dhn3wKJvsjB6IVMDpyr7tDqY9Sn4ygFY9UdFgb28Gv69Ci580tWFt48Hnel+RJptGI5vIzoltWtS22vqVDyTkmhcv8F9H74XZ3IrCIwwEBavTNp6eBuYedMqCvbvoba0pKudRmj4yqyvUNxUzAeFH7hPgCJ7yoEE5/727iRlhiNtkoKDVUrM+5wY9p2vo7i21X3yqFxxTFjlLq1WmrZswbj4WjSefWOwh4Pid0+nJO8Y0jb0FKsO5T4loH+rd1V6JFPDffjjANa7R0w0+pgYt+eZacrZjOzsxN9JUQ4pJbvfzMfbV8+cmwbwAZYdgncehdgsuOXP0F8Uic4D5n4WHj8EN/8WavPhxZvhpdVQegCbTfJGdR3NnMDc1sDsFXf1mKfwW7mStkOHMJe5f1WmqaqV8sIGkrMjepxz1k23oPPwZP/7Pa33xTGLSQ9J529H/0an1U2LTQq3QmA8BA2+ojo42khgpJH8A4pr5vZZ0QiBmkxMZUAmrHJvO3IEa02N21wyDuLSZtDW1EhNyeBFnntTYCogzBCGv2f/vmqNRvC1ZVMpqm7h/aP9Ky5Ddhat+/Yjre6byGtctw59TAxeM2b02Vd4qJrywgaybk3Aw7ufCNnGi/DqfWAMhXv+B3qvwU+q94KsL8JXj8ANP1dC//55PaYXbsev9jienQfQ6GM4f7xnX46qUA0b3G+9n8mtAAHJWT1DXg1+/qRffwOndm2jsaaqa7sQgsdnPU55SzlvnX2rd3dDx2qG87tcstod55+aGU55QQNNde1EBXizYEowbx8uHXByXuXqZsIq96ZNOQi9Hp/Fi93ab2yqksp2OK4ZR9qBwbgxNYJpkX78KScfSz9FGIxZ2dgaG2k/5Z6Vc5baWlpyc53WSbWYrex5p4DgaCPTFkY576CzBV69Fzqb4f7XwGeIcdYeBljwODxxDK7/EZ7lB/hJ29+wtTaSln0d+QequJB3aQLVIzYW7xkz3O6akTbJmdwKYlMC8Qns+3Cau+p2AA6se6fH9uzIbDIjMvnH8X/QZmkbmRClB6Czqd8QSGckZSqLXBzW+5rZMZTUtbH/fN3IZFG5YpmQyl1KqZTTWzAfrU/flX0jwS8kjIDwSIqHqNytNitFDUUuKXfFek/ifG0rbx92br0bspQJz1Y3uWYaP/oIrFandVKPbSmlsaadhXcmoXEW+mizwTtfhIrjcOe/IDx1+IJ4+lA76yssbvs9u+qnEuvTxHXVjxFoaGD7yycwd14aqfitXEnH6dN0uHFi+WK+iaa69n5L6fmFhDHtmqUc37yR1sZLNWcc1ntNWw2vnn51ZEIUbQWhUSJlXMQ/1EBYvF9X1MxNaREYPbSqa2YCU1dXx6ZNm6ipcU822t5MSOXeceYM5tJSt7tkHMSmZVB68gS2IcQ2lzWX0WHtcEm5AyyfHk56tD9/3pzvtISaPiwMjylT3Dap2rh+A55Tp+I1dWqP7a2NnRz48Dzx6cHETgtyfvDWn8OpDxS3ytQbnbcZAmsPlRJjKsLSaWXBV36FdtHjLDH+mSaTlf1P/R3qigDwu/km0GhocGPM++nccvReSt6W/si8dQ0WcyeHP+o5gTorbBbXRF/Dv078y2l5QZcp3KLEtnsPXue3O1Mzw6kpaaa+ogWDh44V6ZFsOF5BW+coxOCrjCr19fWsWrWKffv2sXTpUqqr3V9pa0KmH2jauAk0mgGTXo2E2NQMjm/+mKpzRURMcR7W2Jt8k5Ivpb8wyN4IIfj68ql89t/7eetgKffN65u/xZiVhendd5GdnYh+Fhy5grmsjLZDhwj92tf67Nu37hzWThsL1vTzUDr6Guz8A8x+CLIfG7YMDqSUvLmnkOuajhCXlkHMrAXAAqLmf5lpf/6II+eTmPrUGkLmXYPu2m9hzM6icf0GQr/61RGnADB3WCk8VE3inDD0A6RUCI6JJXFuNoc/+oDMW+7Aw9vQte8rs77Cvevu5eWTL/PozEeHLkSbCcoOwqJvDPnQxDlh7Horn7P7K8m6JYE1c2J482ApH+dVsHpW9NBlUQGg4pe/pMNN7k8HntNSiPje9/rdf+zYMZ566imys7Opr6/n0KFD3HjjyA2n7kxIy70pJwfv2bPQBQcP3ngYxHXFu7ueArigXnEdJPj3TY3bH0uSQ5kZG8BfNufTYelrfRmys5CtrbSdOOHkaNdxTEr2dsnUljVzcmcZqYujCYxwkkCsOBfefxziF8GK3/cfGTME9p6rw+f8fjzMrcy/61OXdhhDWPDVe/AyerDN+kPkkdfhz7Pxi2nGXFxM+wivAUDR4SrMHVZS5g+eO2je6jvpaGnhWE7PWPvU4FSWxS3jpZMvYWo3DV2I8ztB2lyeTO2OMcCT6KmB5O+vRErJvPggYgK91Zj3CcjixYvJzs5mx44d7Nu3j/nz57v9HC5Z7kKIF4DpwHop5c+d7NcBRfYXwONSSvdVnO5GZ3ExHWfPEv7d/zca3QNgDAgkOCaOkpPHmXfbnS4dU2AqINonGoPeMHhjOw7r/cF/7eON/SU8MD++x35DZiYIQUtuLobZfRNxuUrj+g14z5yJR0xM1zYpJbvXFuDhrWPeSifhePUX4LVPgX8M3P2SEtroBl7/pIA5DUeISZ1BTEpP372XUc/Cu5PJefEkJxZvId38D3z3/o8KTQiNz3wX7z+8OPSJ3G6czq3AL8SLyCkBg7aNTEwmLi2Dg+vfZeZNt6DTXyqa/eWZX2Zz8WZezHuRr83pOxoakMKtoDdCzPAqTE3NDGfrf09TXdxE2CQ/7pgdw1+25HPR1EZUwABrE1T6ZSALezSRUvL6668TGBiIvtv95S4GtdyFEHcAWinlfCBBCOHM75ABvCqlXGJ/jYpiByVKBsDn+tHxtzuITU2n7FQeVotrqxILTAUkBbjmkunOoqQQMuMDeWZrAe3mnta7LjAQz2kpI8oz01FQQMfp033qpBbn1VFyso7MlZPx8ul1Y7U3wiv3gM0M978Bhn588UPE1NpJ6Sc5eFvbuOaeTzttM3VeODEpgeR+VEvLot+i/fp+jCmhNO47i3w6Azb9GFqHHiHSVNdO6Zl6krMiBs6X0415t91Nc30dJ3f0TGKWGJjIioQVvHLqFWrahjgZVrQV4q8Z9sMyYVYoGq3grCMdwexopIR3+pmYVxm/CCF49tlnycjI4P3333d7/664ZZYAjoxKG4FrnLTJBlYJIfYJIV6wW/I9EEI8IoQ4IIQ4MJLJg6ZNm/CcPg2PmNH1McalzsDc0U5FQf6gbc1WM+cbznflcB8KQgi+tnwqlY0dvLqvuM9+Y1Y2bYcPY2tvH3LfgDIZqdEok5N2rFYbu9/Kxz/Mm7TFva6jzQprPwc1Z+Gu/0DI0B9Y/bE2t4gZ9YcJSU4nOnma0zaOvO9Wq2TnG2chaDL+X/geljYtrV4LYfef4I8ZsOUXiv/aRc7srQBJv1EyzohLn0F4QhL731/bZ3L9sRmPYbaZ+efxf7rcH/UXlMniIYRA9sbLqCcuNZiCA1VIm2RSsJHM+EDWHiod1RoAKu7lN7/5DS+99BIAJpOJgIAAt5/DFeVuBBxmQR3gLAfsfmCZlHIeoAf6xNtJKZ+XUs6VUs4NDR3e0NpcVUXbkSOjFiXTnZjpaSCES/HuFxovYJEWlyNlerNgSgjZCUE8u7WwT+SDMTsLaTbTdvjwkPuVUtK4fgPG7Cx0ISFd20/uvEh9RSsL7khEq+t1C2z8IeRvhBW/G5EScibL3g3v421rZ/mnHxqwbUCYgbkr4ik8VM35YzX4LFmCxmCgsXE6PLYHEq+DHb+FP2XA9t9BR9Og5z6TW0Fkoj/+oa67LoQQzFt9J6aKcvL3ftJjX5xfHKsTV/PGmTeoaHExidcQUg4MRFJmGC2mDi4WmAAl5r2ouoUjJaYR9asydjzyyCO8/PLLXHvttVitVm64YeAi9cPBFeXeDDh+ET79HHNMSulIlnIAcJ+5142WnbsA8Fs+vHJ6Q8Hb14/QSZNdincfLKeMK3x9eTI1zR38N7fnyljvOXNBqx1WSGT7iROYi4vxW3kpA2RHq5l9H5wjOjmAyTNCeh5w8N+Q+yxkfQkyPzecj9Eve89eJK5sH57x04maOniZuFnL4wiKMrL9tTNYhB6f66+nceNGZMAUZQ7gizshboESpvnHDMWi73Sea6XyXCOmytauJGFDISlzPoFRMex9980+lvEXM74IwN+O/s21zgq3gG8khCYPWY7uTM4IReeh6Yp5X5ERiadOo8a8TyACAwPZtGkTO3bs4LnnnhuVYjCuKPeDXHLFzADOO2nzshBihhBCC6wGRl5p2gn+d9zO5HfexiNx+Ep0KMSlZnDx7CksgxSvzTfloxVa4v3jh32ueZODWJQUwt+2F9LSYenarvUx4p2eTuswinc0rluH0Ot7FDI5sOE87a1mFt6Z1POGOrcD1n8DEpfBDb8Y9ufojw9fX4u3rZ0VD33GpfZanYYl9yfTXNfB/nXn8F+1EltDA8277GXvIjOUlbKft8eMb/oR/GmGErrZSwmfzq1Aq9cwZc7QS5kJjYZ5t66h+nwRF44e6rEv0ieSu6bexbsF71Lc2Nel1gObFYq2K1b7CH/Iek8tk2eEUnCoCqvFhp+XnhtTI/jgaLnTqCuVqxNXlPu7wANCiKeAu4E8IUTviJmfAS8DR4A9UsocdwrpQAiB17Rpo1442UFsagZWs5mLZweOgS2oLyDOLw5P7cgSmD25bCq1LZ28tKen9W7IzqLtxAmsza4vnJFWK40bPsS4+Fq0fn6AkjDr2NZSps2PJDS2Wwm7mgJ4/QEITlRWoGrdu/yhuq4Bj1Pb6YxMJmG663VuIxMDmL4oiqNbSmmNzUAbENC3iEfMHHjgbfjsR0oirne+CK9/GpqV3DAWs5WCA5UkzAzFs7+cOYMwbdESfIJD2Pvem332fSHjC+g1ev569K8Dd1J+BNpNg6b4dZWkzHA6WiyUnFIml++cE0NDm5nNp6oGOVLlamFQ5S6lbESZVM0Flkopj0opf9CrzQkpZYaUMl1K+f3REXXsiZmWhtBoKMkbeCBS2FA4IpeMgzmTAlmSHMrfdxT2qLRjzM4Gq5XWAwdc7qt1/wEs1dU9inLsebsQjU5D1m3dYvHb6uHVe5SCEfe9plQGcjNvvfwqXrYOrr3nU4M37sX81VPw8tGz/fUCfG64kaYtW7C1OnG/TJoPD38Ey/9PmTN4Lhvy3uX8sVo6Wi2kZA+/Lq5Wp2fuytspPXmCi2dP9dgX4h3CfdPuY33R+q61Dk4pdPjblwxbju7ETQ/C06Drcs0sTAwhws9LLcGn0oVLi5iklPVSyjeklFdV+RdPg4GIhCSK8/qP7Gy3tFPcWDysMEhnfG3ZVEytZv69+3zXNu+ZMxEeHkMKiWxcvw6NwYDPkiUAlJ2tp+hINXNunITR3z7CsJrhjQeVKI57/utS+tmh0t7STMPeHGoCp7Bw/tBj9b2MehbdlUTVhSYuJixHtrXRtGWr88YaLSz8KnxxB/jHwpsPcfqdjzH66YnpL7WCi2RcfyNePr7se69vVsiHUx/GqDfy3NHn+u+gaBuEp48oTr87Wp2GKbPDKDpag7nTilYjWD0rmm1nq6lu6nDLOVQmNhNyhepYEpuaTkXBGTrbnWcCLGooQiIHzOE+FGbEBrBsWjj/2FlEQ5tivWu8vPCeNYuWva4pd9nZSePGTfgsux6NlxfSJtn9VgE+gZ7MXBZrbyRhw7cUX/utf4ZJ7il40psNr72J3tpO8grXFoM5I3FuGHHTgzh02IIlJmnw+qph0+DzObRm/4jimgimatahKdg47PMD6L28mHXTLRQe2EtN8fke+wK8Anhw+oNsurCJk7Un+x7c2aKs9p2yZEQy9CYpMxxLh5Xzx5RY+zvnRGO1Sd47osa8q6jKfVBi02Zgs1q5eNrJj5ZukTLDiHHvjyeXJdHYbuFfu851bTNmZ9Fx6hSW+vpBj2/etRtbQwP+9oVLp3MrqC5uYv7tU9A5cqrs/TscfBEWPgkz73eb7N1pb2mmcOt6LhjjWXND9rD7ccS+S5ukIOMhmnftwmoyDXyQVs9Z3V1ItKSEnoJX7ob3vqIs0Boms26+Bb2nF/veX9tn3wPTH8Df059nDj/T98ALnygLwkYYAtmbqKQADP4eXa6ZxDBfZsT4q+kIJhCVlZXMmtV/gfSRMCETh40l0cnT0Gh1FOcdI37mnD77C+oL0Gv0xPn2Tfw1XNKi/bkpNYJ/7TrHZxfGE2DwsJfe+zOt+/bjd+PAMbGN69ejDQjAuGAB5g4rue8VEj7Zj6RM+xKF/E3w8XchZRVc/2O3yd2b3PffRWNux3fxSny9Rra82i/Em8xVk9nzjo1gv2lEbNxI4N13D3jM6T0VhE3yJeiJN2Hbr5RwyaJtcNuzkDD0OgDePr5kLLuJQx++z8K7P41/2KUlHz4ePjyc9jBPH3yaI1VHmBk289KBhVtB6+n20ZFGI0iaE87xHaV0tJrxNOhZMyeGH72XR97FBlKj3D9/ciWy842z1JSMIMunE0JifVh099RB233zm9+krW2E9QH6QbXcB0Hv6UVkUnK/RbMLTAUk+Ceg07j3Ofnk8iSaOy38Y6eSrsc7PQ1hMAya393W2krTli343nQjQq/n0MYLtDZ0Xgp9rDoFb35Wycl++99BMzq3QHtLM4c+fI8iQzx33eSepEgzlsUSFG0kf9p91K0f2M1SXdJEbVmzsiJV5wnLfgIPfwxaD3jpVsUl1dkyZBnmrFyNEBoOrHu7z757k+8l2CuYPx/+c8+Y+MItEJcNevfnfknKDMdmkRQeVlZ935IRhV4rWHtQdc2Md7Zs2YLRaCQiYviT/QOhWu4uEJeWQe7a12lvacbL2LM4SIGpgNnhw0/q1R8pEX6sTI/kxd3n+dw1CQQZPTDMnTPoYqamLVuRbW34r1xJc307RzYWkzg3jMgp/tBSo+SM8TDAfa+Dp3sLnXTn4Pr3kB1tVGYsZkaMeyxIrVbD0k+lsPa3zZyoiCSusgp9uPPY9TN7KtBolfJ0XcTOgy/tgs0/hb1/g4IcWP03iMtyWQbf4BCmX3sdJ7ZsIvuOezEGXMrJbtAb+ELGF/j1vl/z5c1f5rNpn2WudzSi+hTMcH91e4CweF/8Qr3J31/J9IVRBBo9uD4lnPeOlPHdFSnotar9NhiuWNjuprOzk//7v//jnXfeYfXq1aNyDvWbd4HY1AyktFF6Kq/H9ubOZspbyt0SBumMJ5cl0Wa28vcdhYCSZ6azqAhzZf+xzI3r16OLiMB7zhxy3y1CSiWcEEuHkuWxuRLuexX8Ry83T3tzMwfWv0uhYTK3Xpfp1nUJEQn+TJvlR2n0Ys6/5Xw5hdVq4+z+CuLTQ/omRfMwwM2/gYc+AKsFXrxJWQBldj13T+ata7BYzH2KeQDck3wPj896nLzaPB7++GHu/fghNhgNmIdQdWkoOOqrlp2pp6VBiZJZMyeG2pZOtp9xfwEIFffw61//mscee2xUcso4UJW7C0QmpaDTe/TJM+OOtAMDkRjmy20zonjpkwtUN3VgyFYszNZ9zq13q8lE865d+K1YQVVxM2f2VjDj+lj8gr3ggyegJBdW/xWi+84duJODG97F0t7GkdB53DbT/Q+RhQ/OwtPWRu5hLTYnVaxK8upoazKTPFBs++Rr4dHdMOsBxRf//BK4eMSl8wdFRTN13gKOfLyejl4x9zqNjkcyHuHjNR/z4/k/prXDxHfCQli557u8lPcSLeahu4IGI2luOFJCwUHlob8kOZRgo4eajmAck5OTw7PPPsuSJUs4cuQIn//8591+DlW5u4BOrycqeRolvYp3jLZyB/jq9Ul0WKz8bXshXikpaPz9aeknFUHjxo1gNuO74mZ2v5mPt6+eOTdNgl1Pw9FXYcl3Ie2OUZMVoK25iYPr3+OczxTmz83A39v9eao9vXXMmdpCoy6Uw2/3XYNwOrccLx89k9IGKebi5aeEgX7qLWUx1z+vh22/VuL/B2He6rvoaG3h6CbnBby9dF7cmbSG9yobeMYziWifaH534Hcsf3M5Tx14yvVkYy4QFGUkONqnK2pGr9Vw28xoNp6s5PFXD7P1dJXTUo4ql48dO3awbds2tm3bxsyZM/nnP4eQXdRFVOXuInFpM6guPt+jaHKhqRBvnTdRPlGjdt6EUB/umB3Df3MvUNVixjgvs9/FTI3rN+ARH8/FjlDKCxvIujUBj/MfKj7mtDWw+DujJqeDg+vexdzexh7/OdyfFTtq50n91LUE1x7nwNZqmuouuVTaW8ycO1bD1Mzwvhkv+yNpuZJtMvUOJarmn9crE88DEJ6QyKSMWRza8F7/uYeqTqJprmTx1Nt58aYXeXXlqyyMXsh/Tv6Hm9fezPd2fo8zdWdc/cgDf4TMMCrPNdJYo0RePHF9EvfNi2VnfjWf/fd+sn+5mZ+8n8exUpOaGnicsW3btlHpV1XuLhJrL71XevKSpZhvyicxIBGNGN3L+NXrkrDYJH/dVoghKxtzWRmdpT2H3ObKKlr37cO44hb2vFNIcLSRaQnV8PYjED1XCf8b5Zw8bU2NHPrwfapDUgiKmcTsuKEVgB4KHlFRzPA6jbRY2f7qmS6FVXCgEptFkjJ/iBkgDUGw5h9KxsmGUvj7tYq7ZoAi6fNuu4sWUz152/tJpeRIOWBPnZwWksbvFv+ODXds4N6Ue8kpzuHOD+7kkY2PsLts94iUbtJcZeI4/4Bivfsb9Px8dTr7vreM5x+Yw7zJQbyyt5hbn9nNsqe288yWfErqnGfRVLkyUJW7i4QnJKL38u4REllQX+C2lakDERds4K45Mbyyt5iW1JkAfbJENn64AaSkOGw+jTXtLFwRjOb1+8E7CO59ZVTC8HpzYN07mDva2eg5g/vmxY16greIlYuZXPQBF47XUnREmTw8nVtBUJSRkNhhRgJNvw0e2wtJNygTrS/eDLWFTpvGpqYTmZjM/g/exmZ18hAo3ALBSUqpwm5E+0TznXnfYdOdm3hy9pMUmAr4Us6XWPPBGt4reA+zC26h3viFeBOR4N/lmnHgodNwQ2oEf/30HPZ/fxm/uiOdYKMnv994lkW/3crdf9vDq/uKu1ZDq1w5qMrdRbQ6HTHTUrvyu9e111HbXjuq/vbufOW6RCSSv52zog0J6RMS2bh+AyJ1DkdyG4lPCyT24BeUSkX3vwa+zuqruJfWxgYOf7SOzth0mg0h3DF7dCtlAfjeeCMxFTsJ8Gxl52tnqTzfSOW5RlKyI0f2YPEJVXLt3PEPqD4Nf10Ie58HW0+/tVLM4y4aKis4k7urZx/mdmVl6gAFT/w9/flc+uf4eM3H/Hyhkmj1B7t/wE1rb+Kfx/9JQ0dDv8c6IykznNqyFmrLnC/I8TfouW9eHG98aT47v72Ub94wlZqWDr779nEyf57Do/89yMa8Cjotqn/+SkBV7kMgNjWD+oulNNfVUmhSrDl3JQwbjJhAA/dkxvLGwVLErDm07M3tGsZ3XrhA+/HjXEi9C2unjQU+L8LFw7DmnxCRPibyOaz29bp0VqRFEGBwT0HtgdAFBuK7MJuUs6/R0tjJur8cRQiYmuWGh5kQkHE3PJYL8Qvhw2/By7eBqWfe9ilz5hEcE8f+3sU8SvaCpc2lFL96rZ7bEm9j7S1r+fuyvzMlYAp/OvQnlr+1nN/s+w1lza4tSEqcE4YQ9LHenREbZOAr1yWx+euLef8rC7k/K4595+p45OWDzPtlDj949zgHL9RfEf55KSVNde001rQ5ja66UlEXMQ2BOLvfvSTvGAWhSrSDO3PKDMaXlybyxv5SdhgnsaD6YzqLivCcMoWG9etpNkZRWO1LWuJFAs//B5b/DFL6VDscFVobGzjy0ToMKXMpbffjD/Pcl4phMPxXrqTl299h2oovcSqvk7jU4EtZL92BX5QSTXPoP/Dx9+G5BXDTr2DWp0EIhEZD5q1r+Oi5pzl35AAJszKV44q2gkanFMN2ESEEC6IXsCB6AWfqzvDSyZd47fRrvHL6FZZPWs5nUj9DWkhav8cb/DyISQkk/0AlWbcluDR6EUKQERNARkwA3185jV35Nbx9uIw3D5Ty39xiJgUbWD0zmttnRRMfYnT5s1wubFYb9RWt1JQ2U1XcQEXhRWpLSulorQE0aHUh+ARHkX57EI01bWh1GrQ6DRqdUP5qxZjVixhtVOU+BELjJ+Nl9KE47zgFMxrw8/Aj1Ns9KVxdIdLfm/uz4nhhcw0LgJbcXDwSEmhYv4Fzsz6Dh4eNeQ3fgdmfhgVfHVVZpJS0NTXSUFXB0Y0bMHd2sM9nFgm+RuZNHll63aHgc931CE9Pkmp30JK6gtk3jMKDRQiY8xkl8dd7X4b3vwKn3odb/gx+kaQsXMzuN/7LvnffvKTcC7dCTCZ4+g7YdX8kByXzi2t+weOzHueV06/w1pm3+Pj8x8wJn8NnUj/DtTHXOp3IT8qMYMtLp6g830jE5KGtDNZrNSxNCWNpShhN7WY+OlHBO4fL+POWfP60OZ/ZcQHcPiuaVRnKStjLTWe7hdqyZspOl3Gx4Dy1JaU01VRgtdQjrfVIWwNg6XGMBehoBEvnd2hrqga0gA6EDiF0IDRotaKP0ldeAqFxj/K3WCwkJCSQkKDUVvjLX/5Cerp7R9mqch8CGo2WmOlplOQdpWCSUhB7rJ/yjy2Zwqt7L9AUEIJv7l4Mc+ZQUe9JdWw013j9B6/4dFj1tFsiY2w2K001NTRUVWCqLMdUWUFDhfLXVFlOZ9ulaIu4+Uv5S4WW768Y/YnU7mh9jPgsXUrrpg2s2v5thG4Ub+nASfDg+7Dvecj5sVIQZOUf0KatYe6qO9j6779TejqPmLhIKD+qrCsYIRHGCL4+5+t8MeOLvJ3/Ni+ffJnHtzxOvF88D6Y+yC0Jt+Cl8+pqnzArlO2vnCF/X+WQlXt3fL303DU3lrvmxlLe0MZ7Ry7yzqEyfvheHj9bd5IlyWHcPiua61LC8NJrR/w5B0JKSd3FWoqPF1JecIGa0hKaairpaK1BWuuBS5PBQmgxBoYSGBlP6KQYgqJiCIyMIiAiCpvFQk1pMbUlF9B7eKDVg7Wzjf0fvE19ucP15VDeyksiEPS8n4UQIJSf2KX3gq7DgLBJCSz9zCP9fqZjx45x33338Zvf/Madl6oHqnIfIrGpMyjYn0tZmYnFqTeO+fnD/Lx4YH48e/ZP5obcvWhjY8lPXIO/tpK0yONwzybQuW5VmTvaaaiswFRVSUNl+SUlXllOQ1UVNusly0ej1eEfFoZ/eCRRySkEhEfiHx5JQHgEzx5uxKO6lDVzYgY42+jgv2olTR99REvuXnyuWTi6J9NoIPtLkHg9vPsorP0cnHqf9GW/Ivdtf/a/9xYxK9MBOeBk6lAx6o08MP0B7ku5j00XNvHvvH/zsz0/45nDz3Bvyr3cm3wvgV6BeHrrmJQWTMHBKhbelYRGM/IHbaS/N19aPIUvXpvAqfIm3jlcyntHLrLpZCW+XjpWZUSyemY0mfFBaDSCDmsHpnYTpg4TDR0NWKQFf09/AjwDCPAMwKAzODUAOlpbqCsr42L+ecoLLlBXWkpTrV2J27qnhxDovQIJCA8nKCqD8IQ4IqZMIjAyGr+QUDTa/h82ARGRJM7N4tSpU4TExCGlxNvXl6ZaD6RNIqXN/vdS9JOESwpfKAofKZA2Yd/bEyEEHW0Wmuvb+4wAHJ87NzeXdevWsXXrVtLT0/n73/+Ozs2Giarch0hcmuJ3962wkHjN2Pnbu/PFxVP4wRtTuaF4Pyc2X6B18hxuDvoj2vtfAWPPVZkO94mpolxR3lUVijK3K/GW+roe7T0NRvzDIwidlEDivAUEhEcQEB5JQHgkPsHBaDR9fzjtZitvH97MDanhBF2G4brx2mvR+PrSuG7d6Ct3ByFJSt3WT/4MW3+J/sInzJ77ALu37Kc6vIxQT3+Icn9COZ1Gx82Tb+am+Js4UHmA/+T9h+eOPMcLx1/gtim38cD0B0jKDKfoSDVlZ+uJTRm+i8wmbTR1NtHQ0YCp45Kyjpts4tORJk5XVXC2upIPKmt5b1MLOn0bWl0bFtl/JSidRRDQ7klkhz/BrUaCGowYGgXalnaEuedxQuOLzisI/6h0gqNjiEqcTOz0BMLio9Hq3LPyWQjB9Q8/2me7lBKr2YylsxOLuUP529mJ1WzuMcms1evR6vRoNHpljgUd0qbFZpW0NvZd3KbRajD46cnMzCQnJ4fIyEgefPBBNmzYwK233uqWz+TAJeUuhHgBmA6sl1L2Lo7tcpsrgeCYOPQ+BiJrvcYsDLI3ob6epNy8BPOhtzkXcwNhluMErXqICxXtmI5+iKmy3O5KUSzwzl75on2CggkIjyR+xmy79R3RpcS9fHyH7Fb56EQFDW1m7h/DidTuaDw88F2+nKaNG7F1/ASNpxsnVAdCq4NFX4epN8I7X2Rm6Z/Zp1vAvn1nWXntIrcXGu+OEILMiEwyIzIpMhXx0smXeKfgHd48+ybXRV5Pssct5O+r7FLundbOHgra8d7UbqKhrR5Tm4nGtgYa20w0tTfQ3NZEa0cL2GxobKCRAo1NeWklaKUGH42BSVojKRpvbB0htLQKWloEwqonwMObOD9fJgX4oevspLG8kraqemwt3XPrWEFYEdoA0EbRGqCh3thOtX8DZYGV1Pqexqq5NHL0bfbF/6g/AacD8Pe6NBLoPiro/j7AMwBvnfew3IRCCHQeHug8PIBLayYuKX27wjcrSt/c3tZH6es9Pbopfj1IRelrtBoyMjLwtN+nc+fOJT8/f8gyDvoZBgt1EkLcAdwqpfyMEOJfwK+klPlDbdOduXPnygNDKPbsYOP7L3Foe/8rBscKUbsXbXs5Hjp/Lue8utUisAmrfeLo0vdoE1ravfxp8w6k3Sug62+7VyDtXv7YtO7N91Ja14qPl46t31jiFjfAcGj55BOKH/4cnkmJCG/D2AsgbdBUznGNlXyfIAJtNuUHPZYiILHYLFhsFsz6YGxaA8LWAdiQ2BQZsdlbOt6PdmigBvBAaAMR2kA0mgC00htPqxXvjja822vxaK9CbzbZf0t2WbEqf4UNidW+3f5XWLvaObb1j0CgBTQ9fOdRP36KhEj3rv+QCGxCIO0vG8rfHtJIidDr+Mq3/h/f//73SUtLY/ny5Xzve99j2bJlPdqeOnWKadOm9TxeiINSyrmuyOOKabEEeMP+fiNwDdBbcQ/aRgjxCPAIQFzc8Cw8vV4Pevdn1RsyAbFoTJ3oL6tqBw02NNLG+UkL6DAE0WkIpNM7ELOXLziJpPCwv9xNQLQ/92fFXTbFDmDIyiLgrjsxVwwe4z1qBAQyrc1Ea7sJq4eRy7OMxAOJpM3WQZv0Bo03Ag1CaOx/tZf+F1o0aEBoEGgV5WdvR7djerx39DPoe4HVJjBbJTZLBx6dNXi01eDReQatrVflIT1Y9ENfUXxp/lIisdpflm7vL/1vEz0fAjYBtlEoVOOYhkVKtIpoSBTFL4VQTDCNhh/96Efcf//9SCm59dZb+yh2d+CKcjcCjqnkOsCZI3HQNlLK54HnQbHchywpsPTm+1h683COVLnSEVotkf/3f5dbDADGZlmbykg4deoUQUnTBm84SoTFKhEzo4krj65mwJGYxKefY1xpo6KioqIyRriihA+iuFkAZgDnh9lGRUVFZdwwnlMruEM2V9wy7wI7hRBRwM3AvUKIn0spfzBAm+wRS6aioqIySnh5eVFbW0twcPC4SzcgpaS2thYvL6/BGw/AoMpdStkohFgCLAd+K6WsAI4O0mZo6exUVFRUxpCYmBhKS0uprh6fdWa9vLyIiRnZgkCXAnGllPVcioYZdhsVFRWV8YBer2fy5MmXW4xRRZ34VFFRUbkCUZW7ioqKyhWIqtxVVFRUrkAGTT8wKicVohq4MMzDQ4AaN4ozXFQ5eqLK0ZPxIMd4kAFUOXozEjkmSSldKiJxWZT7SBBCHHA1t4IqhyrH1SzHeJBBlePyyaG6ZVRUVFSuQFTlrqKionIFMhGV+/OXWwA7qhw9UeXoyXiQYzzIAKocvRkTOSacz11FRUVFZXAmouWuoqKiojIIblHuQojwXv9HCCEC3NH3WCCE0IlhZg8SQlw1dWiFEBohxLhMVy6ECBBChIzyOfqvvHypjZcQYmxLMA2AEMIghEgTCn72bV8SQoxauaqBfk/9/V6EEN6uXN9+jo0SQox68V4hRLAQ4j77e/1wdYaTfn2H0FZj/05DhBADZhZzi1tGCPFNYCFwAGgC1gC/kVJu6NbmY+B2oB2lOMnHKBkkkVJa7T+ILwGd9v064O/Ar4AyKeWfuvVVBBT3I46nlHK+ExmfAFqklP90su8rwL2Ao2CjL5CIUoSkEThkl8dR469CSvkp+7H7gNuklOVCiCkoJQbv7v9qDQ/7j8LYOymbECIYuEFK+ar9GlrkKPna7P0XSCknCSG+BByVUu7ptv99KeWtQojVQET3Q4GcgUovDnLeTwP1Usr1A7R5DJgqpXyyn/1RUsqL9vefAUqklJtdPP8OYCmwHZgKnARSgDullLuEEN8FXpdSFgkhvgAESil/O0ifa4HvSinP2pXEFCllgSvydOtDoNQt/qqU8otCiATg58AGoEpKuVEIcRPKb/ND4MvAN4CzKPd0K7BaStm3kvPg554GnEa5Hg9KKb/fbd/zKL+fKJTfsxXwB4qAi1LKB53090ugyNnv0wVZXgQ2SSlf6bV9FvAPoI1Lv10ALfC2lPJpe7swYKGU8h0hxLdQ7jVnesIT5drdAnwXCOdSeac5QDzwL+Cz9m1/A46jpESfB+yWUm7t1WcU8AFwvZTS5OSc/sA/pJR3CyGeQrmm01H04h4p5fn+rou7rM4tKIH516FUYjoHlNuFSwTuB8xSylYhxM3At4B0FAWvFULcCHwT5aIoRR4VhVAGmICqXucrllIucSaIEGJrt/d/R/kRSpSLYrMrCgEck1I+DiClfAZ4pttx4cCfgJnAl6WUm4UQ/wR+3v1iCiEWoTxkfIQQ21FGQlOEEDnAcSnl11y7fC6xBsgCvt5rezPwayFEHvYbTgjR44ZzY5ZOCTgU0Drgh8Ae+3X4PyBVCLEN+Anwvv11J8oPfCTE0atQpv1hdwpw1NXTARohxC77/6HAcimlwwh4RAiRATwBJOPCIjohxCQgFfBEMURWAX+TUt4rhNgMOErpvAf8UwhxN4oCRQjxeaAERWnH27d5AFtRlE0a8KIQogrYBwQC33b1gtj5HhADzBRC/BZ4FeXefgP4uRBiC3APisJvQFGuTwE7gN8CNw9HsdvZgFJ0qhbI7LXv10AAsACoQLlHs+3yBfbTn8XeziWEEGdQri8ohYKmCyEetv8fL6VMlFIeFkIsBlq7Gzx242Nmt+6uBzKAdwAzl4y87ufTAkEov78KKeV9vfZvQ7nPXwEWA08C01CuzZ0o1+MuIcSPpJTvOY6TUl4UQvwa5SG5r1efGpSHUqvdsPp/KA+Ub3cz5vplxMrdrqwfAF4DPKSUX7f/iH4nhPgFitJfBsQIIf6KYmV8KIRYJ6Vc5fgQUspfCiFOolj3oNwIKcC1QIr9AXBRSvk97BdfCPFvlJsbIE9K+QQ9n9BfBR4CXgfuQxk1bEV58jqdsbaf52mUL+cPwM5e+/WAAcWi/xWXLNLFQogYlAfAZ4ZwCftFCPE5FEvrYrdtOSgPkUYUhe/KDTcSGWJRvtsmlPslzf4ga7Pv342iKP6Novw+AryklDb7qNUTkFLKjiGcU4syAmu1b9Laz++44Q0oP8IOYCXwRZSHcSewGliPonAd/U2VUv7E/hBKRikl2+iCKJEo92MEsAjIQ7mHAHyklI0oH+6kEGIZsAL4EYrSi0e5jx5zdGZXpAvtMr2G8mO9A4iWUn7DpYtz6TM9bpdJj2IVT0dRqhnA2yjf1fcBL5TvxUtK+UO7NbsMxZJ/VAgRK6UscXKKgc6tBcqllBagxomLxxf4Gcq90J2fAn/up1sf+3GuYgHuRhmt5dofrKeklMeFEIe6tbsbeFgI8QUp5Wn7Ng/s96+d+4EoIcR8FH1isY/u9MDLUsq/2eV7S0q5UAjxcS8X0k32v1rgHfu9nwP8FeWe2Y9SzKjLcrd7MrzoVtleCBGE8j1NtW/KBJ4FwoCvoRgac5Sm4jRQKIRYI6V03JM9GJFytyuf+1Au9K8BnRBiun23RPmCM+wf7LdSykeFEL8VQsy1H18A1AOvCyHWoSjUcBTrYxLKFxOOMjIwArN6iRAipVxm72tbb/mklB32B8bXsY8kUH5Qfx/AYpkEvISiQIOADfbRR459/x9RrL5m7NakEOIFlB+zFggVQhxFsWg2SSl/1c95XMECPNV7iCgUX9v/cO2GG5GLxv7DdyikVShWSaaU8iYhhNbuUutd2bb7A/bTKNdxKAVO44H/CSEcFtRkoEUI8R37/57AF1As3S0ohoDVvn0m8EuUkZjjofhFIUQm8KiUMk8IcSf2h8VA2JVGMoqyfgpFifoLIYxAkxAiX0qZZB86/wXFBZCPcr+dB+ZLKb8JXS6CP6C4QgCCUYbrhUCVEGIj8D8p5X9cuUBSyr8AfxHK3NaPpJRft5/nbSnlHUKIdMAP5R76AvBXIcT7KK7TCpT7uAPlfh+Scke5xse7/W8WQhgcD2Mp5VEhxLPAlF7H/V1K+Uk/fU63y/sPF2W4GeXhu8Z+X/qhfC6klF01nKWULwohioH1QohrpZRlKMq9A0AIMQfQSSnn2P9/EjBJKf/d63wdKAYF9vbX29tvk1Ja7IbMA8A3hBCPAo7PWY7iqdABG7vJdWP3zu0Plr+iWPmONnuFEK8CXwFypZS/FUJsAj6FMoK8Y6ALNCLlLqV8AXhBKJMMS+x+v+ellI90EzoURdFhf7r+0GHFCSF+gmJlHUJ5CFxEGdbogBtRFGwMypc2hSEoKiHEdSiWQgfKEzjRfnw+8Hu7Bf4rKWVv68Jmb/9rFMu4EMV3Boq1/6GU8mkhRBzKj2IOiuVodQz97K6Bm+jlShgGNuBbQnElgWJBVtjf78a1G86dLLKf1zEMf1EI8QGKNfv/UBRWOj1dR/9BqdL1VymlS/k0pJSFdKvmZXeBFEspP9ttmz/K9/tZFBeYRLG4forycH4SRRGbUH5c87h0/wRjz+1hd+8IKaXjOvZmDcro82P7+a6z//8Q8BshhDfwX+AHwK3Ao8DnUNx1P7QbHauklIeB6+zt5wO/A36PYkGDYnUOZXRzPYr7SwBThRAzgV0oBtZUlHt7lRAigksPnqXAZpTRzgp7Vx+4es5uLEGZf3CwF+We2G6X67so90QQysPFhjLamiuE+B7wOylll6Kzf5cBgBRChEkpe7thnWFEueav2j/DGyj+8D7Y3apzgAb779YTu3JHMZB+7DBUuh8nhNDZRye9SbFb5qCUFXXwIsq95biXmlHcg43AHpTfTw/Xi/08S1C8ADdLKct77b4GOAzcatdpVfZ+d9s9F9+RUlbihJFa7lqUp8pPgAL7B54hlImdIBQf1tsoX/Y1wCbgCSHESpQfWjyKi+RZlB/PWRSlqLF/IIdv8izOi8pru1nsPT6glHILilXnmHApR7nwRx3W1AAEo1g2PwVaUH68K1Cs6I/s/Rd3G6V8FbhNCOFQHukolv5fUW6+4aJDuWaOG+nPwD9RvlwdygPLQX83nFuwW6urUNwOTwohsoBgKeWbdtfNChT3zHfoOby2oDwUb0WZbBrqeaejfAdBQohkKeUZACllgxDih/a+O4QyT+KJolQ9gUeklLVCiPtR/Oxme38C5fq8b3/4aVF+lH3cdEKI2UA1yv34ZxTf7KMovu4TwPtSyjahTHT9wd6XFSUQwMH/pJTN9vNeg/IQ9Ea5NwDmojygHkQxJFzCrrByURT6r+2fOwDFp/1rFJ97qP1znUOZuwLF2l2IonSuR7nHXcb+Oe4Hbui2eR2K1bpdKpPUm+3tPFEs8ulSyv8KZUISJw+xrwIvo8yx/Rp4mAEQQtyCMmprQdE/j6E8XP5t/06NwPeklDvt7Q12mR9B+f1YsSt3KeV2ux7bJYTooKdbpp1LI+DunBrIY4Dy8P8+ilt5hv0aBKM8ePdLKXd0+ywrUe6nW3obP0KIG1C8BAEo81fL7f14oRgZL6LoR6fKHSnlsF8oVs2PUNwv19i3rbP/XYZyI6ejDOUd2z1QnjagPBTm2t9/HcUaOIUyC78d5Uv+xL7/PuDH9vdbBpBpc7f3WhSr5UcokTifQfmR/hfFpePs+M8D/8/+PgNl+KlFuSni7dsj7X9vAn5if/8dYJb9/S4US3qk1/frKDfxNSjKZJH9/TX2axoNbLO3zel2nGPbNhQf3ojksPf1F+DJbv1uB0J7tXkLZbj8P8e9MJLzoyiHrSg/kGT7OQ39tP0M8AMX+nwIZSJ4lgttv4Ey0bUOxUI+bL9/v4cSMaO3t7vDfi9/2i7Hnfa/q4Gf2dvMQ/kx3o4y4svp9rrouLeGcG3CUQyikyij2qMoSvteYG+3dotQFHqk/ftZhmJs7cc+QTfE894FvOhk+wEU/zcok62ZwFqUB/1h+2/oXuD3vY5bgOLC0Nr/fw94YgjyCBSr9/+hPCT13falojzcTqP8joLs258A7u+nvyeBzzjZ7sWl31VNt++uHsXQ2mZv80MUhZyA8vB8y/59vwJoevX5BZSRcEA/ssxBCQT5d7dtu+x/Xxvs2owozl1KuVZK+TP7Be5CCBGIMgRslVIel1Ju73ZMJxBhtwS78xeU4d6vUJ7e19n7+KfdApnBpUmQGCFEjrOX/QJjH5rmovjPfoZifQkp5VdRvux8ocykd5f7URQLqkkIEYligd0nleGaFfAWyoTeC3YfanfeRfki6H09RsAcFMWSizKs/T+UyIdngNuwu7vszOx2DWYIN8XfC4XvofxQnhNCPIJibX5OSlkthJgrhLjf7guchGJdxNmvk4ZhXgshRAqK8vqPlPKoVCz254BNYhix9kKJD/4yisX5FIq7679CmcRyipTyD1LKsyg/3i+gPLSDUdwaVSjuOBjY/Waz97VPKm6lEuA9KeUyx4tuvtghEI0yt3AC5WFzO8oo+KsoI5k7hBA/RnlAPY/ync1EMVi22uXYgqJ0XcI+kvk1ysOhN99BmTubhDIyqQaQUjahKPAolHthhmPEK4S4F+U7vVNecok8ANwjhHhZ9Fo/00uWaKFEx+xCmT95xn5NPhFCrLE3a0MxFmdJKX8rpayzb4/BPqFuv7/7vQbiUsx+170spQzp9v0FSsV144HyXQehjCRCUX6v30F58G5HcaXMtvfp8AYIYLnotS5ICCGklAdRog8d2+bS8zc/MEN5ag/w9LwGiLK/34ry5T6KElHgaPMxSgSE4/8voiitiF59PYwyfFqI8lTToAwd9wLp9jazB5DFMRLwRIkddWz/NvClbv8nYI/z77btNpTJihSUya6MbvvWoPjN9qFMZgoUN8Uve/XxOoqlIvqT0cVr6mGXQaAMPX/cbd8D9utrQBkK99fHJygRTCORY579O3VMdv0CxdX0CYrlUohi7Uxxcuxm+rFKBjnnp1Csn5uc7LsNxQXxkF2G7ShW02kU98M2+2sHimvNy379PkGJ1Ore160oI7OIQeTZh2J8rEEJf8y2318vAT+2f9+n7X+P2L+3IyjW7FkUd56jr4U4t9yThvn9vGb/juLs9+d0lNFGBcroLs7e7i/AbJTf3Rso7r4dDM1KTkGJB+9v/yMoD/jF9ut+FmWEkIsSQvsZ7DrB3tdrKK693v14oXgDUvs5jyfKPNiTvb87lBHNrwFvJ8fdhDLnthtlLQIoD73tvb6P7q+dKLoiDGVS05k8/wP22d9r7H//D8XtHIIyT4f9/pmNYiA82UveAyihqkUoI4P77PsDuBTiugnIsm9fN9j3ddlyy9ifTAOe3Nkkx1ghhPD6/+3cPwrCMBTH8ZclIEVw8ijiFQQX7+DVXB08laOLDjr8HF7ADKlVaSWE72dMmzT0z2v7klY9U4wG6kX9Pnc4b2dnfqHezfNqe/P89dE8RbE1z72fJK0L9Q/mAWM1Ql8Gj9WYgg92z5SmGhaWd/YatHqU+paexqI8J74x/+DjUlhvUSrv2W40T7fdsrK/7pt38uulpn61LoQwl7+hTNF2ML8hft0+Pw6rWEptLCWds7JO0vWDupOdcADqR3AHgAbxV0gAaBDBHQAaRHAHgAYR3AGgQU94ySKcBWyzLQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "errorlist = []\n",
    "for j in range(1, 10):\n",
    "    nmf_model = NMF(n_components=j)  # 设有n个主题\n",
    "    item_dis = nmf_model.fit_transform(RATE_MATRIX)\n",
    "    user_dis = nmf_model.components_\n",
    "    error = nmf_model.reconstruction_err_\n",
    "    errorlist.append(error)\n",
    "    for i in range(j):\n",
    "        plt.plot(item, item_dis.T[i], label=i)\n",
    "    plt.legend(loc=4)\n",
    "    plt.title(\"%.5f\" % error)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d3896017-ee5f-4bc1-919e-f7ffff5e9ee0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[18.245162178466455,\n",
       " 13.823891101850649,\n",
       " 10.478754611794432,\n",
       " 8.223787135382622,\n",
       " 6.120880939704367,\n",
       " 3.6287950625289254,\n",
       " 2.6846100993328617,\n",
       " 1.489365266462274,\n",
       " 0.91222139787383]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "errorlist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "2cbb61e2-7633-4f60-b9ec-26ac27571e4b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "errlen = len(errorlist)\n",
    "no = []\n",
    "for i in range(errlen):\n",
    "    no.append(i)\n",
    "\n",
    "plt.plot(no, errorlist)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "192eb590-1d3a-4c39-a60b-ffa148edd1b8",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
